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Yan Z, Wu Y, Chen Y, Xu J, Zhang X, Yin Q. A clinical prediction model for distant metastases of pediatric neuroblastoma: an analysis based on the SEER database. Front Pediatr 2024; 12:1417818. [PMID: 39363969 PMCID: PMC11447546 DOI: 10.3389/fped.2024.1417818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Accepted: 09/03/2024] [Indexed: 10/05/2024] Open
Abstract
Background Patients with distant metastases from neuroblastoma (NB) usually have a poorer prognosis, and early diagnosis is essential to prevent distant metastases. The aim was to develop a machine-learning model for predicting the risk of distant metastasis in patients with neuroblastoma to aid clinical diagnosis and treatment decisions. Methods We built a predictive model using data from the Surveillance, Epidemiology, and End Results (SEER) database from 2010 to 2018 on 1,542 patients with neuroblastoma. Seven machine-learning methods were employed to forecast the likelihood of neuroblastoma distant metastases. Univariate and multivariate logistic regression analyses were used to identify independent risk factors for building machine learning models. Secondly, the subject operating characteristic area under the curve (AUC), Precision-Recall (PR) curves, decision curve analysis (DCA), and calibration curves were used to assess model performance. To further explain the optimal model, the Shapley summation interpretation method (SHAP) was applied. Ultimately, the best model was used to create an online calculator that estimates the likelihood of neuroblastoma distant metastases. Results The study included 1,542 patients with neuroblastoma, multifactorial logistic regression analysis showed that age, histology, tumor size, tumor grade, primary site, surgery, chemotherapy, and radiotherapy were independent risk factors for distant metastasis of neuroblastoma (P < 0.05). Logistic regression (LR) was found to be the optimal algorithm among the seven constructed, with the highest AUC values of 0.835 and 0.850 in the training and validation sets, respectively. Finally, we used the logistic regression model to build a network calculator for distant metastasis of neuroblastoma. Conclusion The study developed and validated a machine learning model based on clinical and pathological information for predicting the risk of distant metastasis in patients with neuroblastoma, which may help physicians make clinical decisions.
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Affiliation(s)
- Zhiwei Yan
- Department of Paediatric Surgery, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Yumeng Wu
- Cancer Research Center Nantong, Affiliated Tumor Hospital of Nantong University, Nantong, China
| | - Yuehua Chen
- Department of Pediatric Surgery, Affiliated Hospital of Nantong University, Nantong, China
| | - Jian Xu
- Department of Medical Oncology, Nantong Second Peoples Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Xiubing Zhang
- Department of Medical Oncology, Nantong Second Peoples Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Qiyou Yin
- Department of Pediatric Surgery, Affiliated Hospital of Nantong University, Nantong, China
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Kato K, Nagai JI, Goto H, Shinkai M, Kitagawa N, Toyoda Y, Nishi T, Kigasawa H, Tanaka M, Kurosawa K, Ito Y, Haruta M, Kamijo T, Yoshimi A, Tsuchida M, Nagahara N, Tanaka Y. Establishment and characterization of a novel MDM2/MYCN-co-amplified neuroblastoma cell line, NBN-SHIM, established from a late recurrent stage MS tumor. Hum Cell 2024; 37:1602-1609. [PMID: 39080217 DOI: 10.1007/s13577-024-01106-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2024] [Accepted: 07/17/2024] [Indexed: 08/23/2024]
Abstract
The biological heterogeneity of neuroblastoma underscores the need for an in vitro model of each molecularly defined subgroup to investigate tumorigenesis and develop targeted therapies. We have established a permanently growing cell line from a 12-year-old girl who developed a late recurrent stage MS, MDM2-amplified neuroblastoma arising in the liver and performed histological, molecular, cytogenetic, exome, and telomere analyses of the recurrent tumor and the cell line. On histology, the recurrent tumor was immunoreactive for TP53, CDKN1A, and MDM2. A molecular cytogenetic study of the recurrent tumor revealed the amplification of MDM2 but no amplification of MYCN. The established cell line, NBM-SHIM, showed amplification of both MDM2 and MYCN on double-minute chromosomes. A copy number evaluation based on exome data confirmed the finding for MYCN and MDM2 and further identified high ploidy on CDK4 and GLI2 loci in the recurrent tumor and the cell line. The telomere maintenance mechanism on the cell line is unusual in terms of the low expression of TERT despite MYCN amplification and alternative lengthening of telomeres suggested by positive value for C-circle assay and telomere contents quantitative assay. The cell line is unique because it was established from a MYCN-nonamplified, MDM2-amplified, late-relapsed stage MS neuroblastoma, and MYCN amplification was acquired during cell culture. Therefore, the cell line is a valuable tool for investigating neuroblastoma tumorigenesis and new molecular targeted therapies for disrupted ARF-TP53-MDM2 pathway and amplification of MDM2 and CDK4.
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Affiliation(s)
- Keisuke Kato
- Divisions of Pathology, Kanagawa Children's Medical Center, Yokohama, Japan.
- Division of Pediatric Hematology and Oncology, Institute of Pediatric Medicine and Cancer Research, Ibaraki Children's Hospital, Futaba-dai 3-3-1, Mito, Ibaraki, Japan.
| | - Jun-Ichi Nagai
- Divisions of Pathology, Kanagawa Children's Medical Center, Yokohama, Japan
- Clinical Laboratory, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Hiroaki Goto
- Hematology/Oncology, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Masato Shinkai
- Pediatric Surgery, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Norihiko Kitagawa
- Pediatric Surgery, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Yasunori Toyoda
- Hematology/Oncology, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Toshiji Nishi
- Pediatric Surgery, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Hisato Kigasawa
- Hematology/Oncology, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Mio Tanaka
- Divisions of Pathology, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Kenji Kurosawa
- Medical Genetics, Kanagawa Children's Medical Center, Yokohama, Japan
| | - Yumi Ito
- Department of Pathology, Tsurumi University School of Dental Medicine, Yokohama, Japan
| | - Masayuki Haruta
- Research Institute for Clinical Oncology, Saitama Cancer Center, Saitama, Japan
| | - Takehiko Kamijo
- Research Institute for Clinical Oncology, Saitama Cancer Center, Saitama, Japan
| | - Ai Yoshimi
- Division of Pediatric Hematology and Oncology, Institute of Pediatric Medicine and Cancer Research, Ibaraki Children's Hospital, Futaba-dai 3-3-1, Mito, Ibaraki, Japan
| | - Masahiro Tsuchida
- Division of Pediatric Hematology and Oncology, Institute of Pediatric Medicine and Cancer Research, Ibaraki Children's Hospital, Futaba-dai 3-3-1, Mito, Ibaraki, Japan
| | | | - Yukichi Tanaka
- Divisions of Pathology, Kanagawa Children's Medical Center, Yokohama, Japan
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Kaufman ME, Vayani OR, Moore K, Chlenski A, Wu T, Lee SM, Desai AV, He C, Cohn SL, Applebaum MA. Characterizing Relationships between T-cell Inflammation and Outcomes in Patients with High-Risk Neuroblastoma According to Mesenchymal and Adrenergic Signatures. CANCER RESEARCH COMMUNICATIONS 2024; 4:2255-2266. [PMID: 39099200 DOI: 10.1158/2767-9764.crc-24-0214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 07/12/2024] [Accepted: 07/31/2024] [Indexed: 08/06/2024]
Abstract
Recent insights have identified adrenergic (ADRN) and mesenchymal (MES) cell lineages as distinct biologic cell types and T-cell inflammation as a prognostic marker in neuroblastoma. We hypothesized that elucidating unique and overlapping aspects of these biologic features could serve as novel biomarkers for informing ongoing efforts to improve therapeutic approaches for children with high-risk neuroblastoma. We identified lineage-specific, single-stranded super-enhancers to define ADRN and MES specific genes. Publicly available RNA-seq of diagnostic tumor biopsies was used in Discovery and Validation cohorts. Each tumor was assigned a relative MES score and T-cell inflammation (TCI) score. Survival was assessed using the Kaplan-Meier method, and differences were assessed by the log-rank test. Inflammation scores were correlated with MES scores and anticorrelated with MYCN-amplification in both cohorts. Among patients with high-risk, ADRN tumors, those with TCI tumors had superior overall survival to those with non-inflamed tumors. A similar, but nonsignificant, trend was observed in the Validation cohort. Conversely, there was no difference according to TCI status in the MES cohort in either the Discover or Validation cohorts. High-inflammation scores were correlated with improved survival in some patients with high-risk, ADRN but not MES neuroblastoma. Our findings bolster support for further developing T-cell-based and immunotherapy-based approaches for children with high-risk neuroblastoma of varying MES and ADRN expression. SIGNIFICANCE Adrenergic (ADRN) and mesenchymal (MES) lineages are distinct biologic cell types in neuroblastoma. We defined ADRN and MES specific genes and found that high-risk, ADRN tumors harboring elevated T-cell inflammation signatures had superior overall survival. Our findings bolster support for further developing immunotherapy-based approaches for children with high-risk neuroblastoma.
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Affiliation(s)
- Maria E Kaufman
- The University of Chicago Pritzker School of Medicine, Chicago, Illinois
| | - Omar R Vayani
- The University of Chicago Pritzker School of Medicine, Chicago, Illinois
| | - Kelley Moore
- Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago, Chicago, Illinois
| | - Alexandre Chlenski
- Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago, Chicago, Illinois
| | - Tong Wu
- Department of Chemistry, University of Chicago, Chicago, Illinois
| | - Sang Mee Lee
- Biostatistics Laboratory and Research Computing Group, The University of Chicago, Chicago, Illinois
| | - Ami V Desai
- Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago, Chicago, Illinois
| | - Chuan He
- Department of Chemistry, University of Chicago, Chicago, Illinois
- Howard Hughes Medical Institute, Chevy Chase. Maryland
| | - Susan L Cohn
- Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago, Chicago, Illinois
| | - Mark A Applebaum
- Department of Pediatrics, Section of Hematology/Oncology, The University of Chicago, Chicago, Illinois
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Wang H, Chen X, Li T, Xie M, Qin J, Zhang L, Ding H, He L. Identification of an Ultra-High-Risk Subgroup of Neuroblastoma Patients within the High-Risk Cohort Using a Computed Tomography-Based Radiomics Approach. Acad Radiol 2024; 31:1655-1665. [PMID: 37714717 DOI: 10.1016/j.acra.2023.08.022] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 08/14/2023] [Accepted: 08/19/2023] [Indexed: 09/17/2023]
Abstract
RATIONALE AND OBJECTIVES To identify ultra-high-risk (UHR) neuroblastoma patients who experienced disease-related mortality within 18 months of diagnosis within the high-risk cohort using computed tomography (CT)-based radiomics analysis. MATERIALS AND METHODS A retrospective analysis was conducted on 105 high-risk neuroblastoma patients, divided into a training set (n = 74) and a test set (n = 31). Radiomics features were extracted and selected from arterial phase CT images, and an optimal radiomics signature was established using the support vector machine algorithm. Evaluation metrics, including area under the curve (AUC) and 95% confidence interval (CI), were calculated. Furthermore, the fit and clinical benefit of the signature, along with its correlation with overall survival (OS), were analyzed. RESULTS The optimal radiomics signature comprised 11 features. In the training set, AUC and accuracy were 0.911 (95% CI: 0.840-0.982) and 0.892, respectively. In the test set, AUC and accuracy were 0.828 (95% CI: 0.669-0.987) and 0.839, respectively. There was no significant difference between predicted probability and actual probability, and the signature demonstrated net benefit. The concordance index of this signature for predicting OS was 0.743 (95% CI: 0.672-0.814) in the training set and 0.688 (95% CI: 0.566-0.810) in the test set. Moreover, the signature achieved AUC values of 0.832, 0.863, and 0.721 for 1-year, 2-year, and 3-year OS in the training set, and 0.870, 0.836, and 0.638 in the test set for the respective time periods. CONCLUSION The utilization of CT-based radiomics signature to identify an UHR subgroup of neuroblastoma patients within the high-risk cohort can help aid in predicting early disease progression.
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Affiliation(s)
- Haoru Wang
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Xin Chen
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Ting Li
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Mingye Xie
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Jinjie Qin
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Li Zhang
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Hao Ding
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China
| | - Ling He
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing 400014, China.
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5
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Jablonowski CM, Quarni W, Singh S, Tan H, Bostanthirige DH, Jin H, Fang J, Chang TC, Finkelstein D, Cho JH, Hu D, Pagala V, Sakurada SM, Pruett-Miller SM, Wang R, Murphy A, Freeman K, Peng J, Davidoff AM, Wu G, Yang J. Metabolic reprogramming of cancer cells by JMJD6-mediated pre-mRNA splicing associated with therapeutic response to splicing inhibitor. eLife 2024; 12:RP90993. [PMID: 38488852 PMCID: PMC10942784 DOI: 10.7554/elife.90993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2024] Open
Abstract
Dysregulated pre-mRNA splicing and metabolism are two hallmarks of MYC-driven cancers. Pharmacological inhibition of both processes has been extensively investigated as potential therapeutic avenues in preclinical and clinical studies. However, how pre-mRNA splicing and metabolism are orchestrated in response to oncogenic stress and therapies is poorly understood. Here, we demonstrate that jumonji domain containing 6, arginine demethylase, and lysine hydroxylase, JMJD6, acts as a hub connecting splicing and metabolism in MYC-driven human neuroblastoma. JMJD6 cooperates with MYC in cellular transformation of murine neural crest cells by physically interacting with RNA binding proteins involved in pre-mRNA splicing and protein homeostasis. Notably, JMJD6 controls the alternative splicing of two isoforms of glutaminase (GLS), namely kidney-type glutaminase (KGA) and glutaminase C (GAC), which are rate-limiting enzymes of glutaminolysis in the central carbon metabolism in neuroblastoma. Further, we show that JMJD6 is correlated with the anti-cancer activity of indisulam, a 'molecular glue' that degrades splicing factor RBM39, which complexes with JMJD6. The indisulam-mediated cancer cell killing is at least partly dependent on the glutamine-related metabolic pathway mediated by JMJD6. Our findings reveal a cancer-promoting metabolic program is associated with alternative pre-mRNA splicing through JMJD6, providing a rationale to target JMJD6 as a therapeutic avenue for treating MYC-driven cancers.
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Affiliation(s)
| | - Waise Quarni
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
| | - Shivendra Singh
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
| | - Haiyan Tan
- Center for Proteomics and Metabolomics, St Jude Children's Research HospitalMemphisUnited States
| | | | - Hongjian Jin
- Center for Applied Bioinformatics, St Jude Children’s Research HospitalMemphisUnited States
| | - Jie Fang
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
| | - Ti-Cheng Chang
- Center for Applied Bioinformatics, St Jude Children’s Research HospitalMemphisUnited States
| | - David Finkelstein
- Center for Applied Bioinformatics, St Jude Children’s Research HospitalMemphisUnited States
| | - Ji-Hoon Cho
- Center for Proteomics and Metabolomics, St Jude Children's Research HospitalMemphisUnited States
| | - Dongli Hu
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
| | - Vishwajeeth Pagala
- Center for Proteomics and Metabolomics, St Jude Children's Research HospitalMemphisUnited States
| | - Sadie Miki Sakurada
- Department of Cell and Molecular Biology, St Jude Children's Research HospitalMemphisUnited States
| | - Shondra M Pruett-Miller
- Department of Cell and Molecular Biology, St Jude Children's Research HospitalMemphisUnited States
| | - Ruoning Wang
- Center for Childhood Cancer and Blood Disease, Abigail Wexner Research Institute, Nationwide Children’s HospitalColumbusUnited States
| | - Andrew Murphy
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
| | - Kevin Freeman
- Genetics, Genomics & Informatics, The University of Tennessee Health Science Center (UTHSC)MemphisUnited States
| | - Junmin Peng
- Department of Structural Biology, St Jude Children’s Research HospitalMemphisUnited States
| | - Andrew M Davidoff
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
- St Jude Graduate School of Biomedical Sciences, St Jude Children’s Research HospitalMemphisUnited States
- Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science CenterMemphisUnited States
| | - Gang Wu
- Center for Applied Bioinformatics, St Jude Children’s Research HospitalMemphisUnited States
| | - Jun Yang
- Department of Surgery, St Jude Children’s Research HospitalMemphisUnited States
- St Jude Graduate School of Biomedical Sciences, St Jude Children’s Research HospitalMemphisUnited States
- Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science CenterMemphisUnited States
- College of Graduate Health Sciences, University of Tennessee Health Science CenterMemphisUnited States
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6
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Zhu A, Li X, Wang J. Integrating bulk-seq and single-cell-seq reveals disulfidptosis potential index associating with neuroblastoma prognosis and immune infiltration. J Cancer Res Clin Oncol 2023; 149:16647-16658. [PMID: 37721569 DOI: 10.1007/s00432-023-05392-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Accepted: 09/01/2023] [Indexed: 09/19/2023]
Abstract
PURPOSE Neuroblastoma is a challenging pediatric tumor with a need for improved treatment strategies. This study explores the role of disulfidptosis, a form of cell death induced by intracellular disulfide accumulation, in neuroblastoma and its implications for prognosis and immune infiltration. METHODS We subgrouped neuroblastoma samples based on disulfidptosis-related gene expression and constructed a disulfidptosis potential index (DPI) to quantify disulfidptosis levels in neurobalstoma. The correlation between DPI, outcome, immune infiltration, and drug sensitivity were explored. RESULTS Combing RNA-seq and single-cell dataset, we found that higher disulfidptosis potential index (DPI) is associated with poorer outcomes in neuroblastoma patients, indicating the detrimental impact of enhanced disulfide stress and cellular dysfunction. Furthermore, we found that higher DPI is correlated with reduced immune infiltration within the tumor microenvironment, highlighting an immunosuppressive milieu in high DPI neuroblastomas. The DPI-high neuroblastoma may benefit from the estrogen pathway related drug fulvestrant. CONCLUSION Overall, this study highlights the significance of disulfidptosis as a potential therapeutic target and underscores the importance of integrating immune modulation strategies, offering new avenues for improved management of neuroblastoma.
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Affiliation(s)
- Aiguo Zhu
- Tianjin Cancer Hospital Airport Hospital, National Clinical Research Center for Cancer, Tianjin, China
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China
| | - Xin Li
- Tianjin Cancer Hospital Airport Hospital, National Clinical Research Center for Cancer, Tianjin, China.
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China.
| | - Jian Wang
- Tianjin Cancer Hospital Airport Hospital, National Clinical Research Center for Cancer, Tianjin, China.
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin, 300060, China.
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7
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Zhang T, Zhou C, Guo J, Chang J, Wu H, He J. RTEL1 gene polymorphisms and neuroblastoma risk in Chinese children. BMC Cancer 2023; 23:1145. [PMID: 38001404 PMCID: PMC10675872 DOI: 10.1186/s12885-023-11642-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 11/14/2023] [Indexed: 11/26/2023] Open
Abstract
BACKGROUND Neuroblastoma, a neuroendocrine tumor originating from the sympathetic ganglia, is one of the most common malignancies in childhood. RTEL1 is critical in many fundamental cellular processes, such as DNA replication, DNA damage repair, genomic integrity, and telomere stability. Single nucleotide polymorphisms (SNPs) in the RTEL1 gene have been reported to confer susceptibility to multiple cancers, but their contributing roles in neuroblastoma remain unclear. METHODS We conducted a study on 402 neuroblastoma cases and 473 controls to assess the association between four RTEL1 SNPs (rs3761124 T>C, rs3848672 T>C, rs3208008 A>C and rs2297441 G>A) and neuroblastoma susceptibility. RESULTS Our results show that rs3848672 T>C is significantly associated with an increased risk of neuroblastoma [CC vs. TT/TC: adjusted odds ratio (OR)=1.39, 95% confidence interval (CI)=1.02-1.90, P=0.038]. The stratified analysis further indicated that boy carriers of the rs3848672 CC genotype had a higher risk of neuroblastoma, and all carriers had an increased risk of developing neuroblastoma of mediastinum origin. Moreover, the rs2297441 AA genotype increased neuroblastoma risk in girls and predisposed children to neuroblastoma arising from retroperitoneal. CONCLUSION Our study indicated that the rs3848672 CC and rs2297441 AA genotypes of the RTEL1 gene are significantly associated with an increased risk of neuroblastoma in Chinese children in a gender- and site-specific manner.
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Affiliation(s)
- Ting Zhang
- Department of Clinical Laboratory, The Affiliated Wenling Hospital of Wenzhou Medical University, Taizhou, 317500, Zhejiang, China
| | - Chunlei Zhou
- Department of Pathology, Children's Hospital of Nanjing Medical University, 72 Guangzhou Road, Nanjing, 210008, Jiangsu, China
| | - Jiejie Guo
- Department of Clinical Laboratory, The Affiliated Wenling Hospital of Wenzhou Medical University, Taizhou, 317500, Zhejiang, China
| | - Jiamin Chang
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangdong Provincial Clinical Research Center for Child Health, 9 Jinsui Road, Guangzhou, 510623, Guangdong, China
| | - Haiyan Wu
- Department of Pathology, Children's Hospital of Nanjing Medical University, 72 Guangzhou Road, Nanjing, 210008, Jiangsu, China.
| | - Jing He
- Department of Clinical Laboratory, The Affiliated Wenling Hospital of Wenzhou Medical University, Taizhou, 317500, Zhejiang, China.
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangdong Provincial Clinical Research Center for Child Health, 9 Jinsui Road, Guangzhou, 510623, Guangdong, China.
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8
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Wu R, Li X, Chen Z, Shao Q, Zhang X, Tang W, Hu B. Development and validation of a nomogram based on common biochemical indicators for survival prediction of children with high-risk neuroblastoma: A valuable tool for resource-limited hospitals. BMC Pediatr 2023; 23:426. [PMID: 37633889 PMCID: PMC10463855 DOI: 10.1186/s12887-023-04228-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 08/04/2023] [Indexed: 08/28/2023] Open
Abstract
BACKGROUND Despite multiple attempts have been made to develop risk stratification within high-risk neuroblastoma (NB) patients (age of diagnosis ≥ 18 month-old with metastatic NB), the definition of "ultra high-risk NB" is still lack of consensus, and indicators for identifying this subgroup are still unclear. This study aimed to develop a nomogram based on easy-to-obtain blood-derived biofactors for identifying ultra high-risk NB patients with highest risk of death within 3 or 5 years. METHODS One hundred sixty-seven NB patients who treated at Sun Yat-sen University Cancer Center between 2015 and 2023 were recruited and clustered randomly into training and validation cohorts (116 and 51 cases, respectively). Univariate and multivariate Cox analysis were performed in training set to screen independent prognostic indicators for constructing nomogram model of predicting 1-, 3- and 5-year overall survival (OS). The discrimination power of the nomogram in training and validation sets were assessed by concordance index (C-index) and calibration plot. Based on the risk score obtained from nomogram model, the prognostic accuracy of 1-, 3- and 5-year OS rates in training and validation cohorts were further evaluated using the area under receiver operating characteristic (ROC) curves (AUC). RESULTS Through univariate and multivariate Cox analysis, independent prognostic indicators, including serum lactate dehydrogenase (LDH) and albumin (ALB), were identified in training set, and used to establish a nomogram model. The model showed good discrimination power with C-index in training cohort being 0.706 (95%CI: 0.633-0.788). According to the cut-point calculated based on the established nomogram, patients with a nomogram score > 34 points could be stratified to ultra high-risk NB subgroup, and this subgroup had poorer OS than those in non-ultra one (p < 0.001). AUC values of ROC curves for 3- and 5-year OS rates in the training set were 0.758 and 0.756, respectively. Moreover, based on the cut-point score (34 points) developed in training set, The model also showed good discrimination power with C-index of 0.773 (95%CI: 0.664-0.897) and powerful prognostic accuracy of AUC for 3- and 5-year OS rates being 0.825 and 0.826, respectively, in validation cohort. CONCLUSIONS We developed a simple-to-use nomogram based on common laboratory indicators to identify the subgroup of ultra high-risk NB before treatment, providing these children even from developing countries or regions access to intensified multimodal treatments earlier and thus improving their long-term outcome.
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Affiliation(s)
- Ruohao Wu
- Department of Pediatrics, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, China
| | - Xiaohui Li
- Department of Laboratory Medicine, Sun Yat-Sen University Cancer Center, Sun Yat-Sen University, Guangzhou, 510060, Guangdong, China
| | - Zhishan Chen
- Department of Pathology, Panyu District Central Hospital, Guangzhou, 511400, Guangdong, China
| | - Qiong Shao
- Department of Research and Molecular Diagnostics, Sun Yat-Sen University Cancer Center, Sun Yat-Sen University, Guangzhou, 510060, Guangdong, China
| | - Xiao Zhang
- Department of Research and Molecular Diagnostics, Sun Yat-Sen University Cancer Center, Sun Yat-Sen University, Guangzhou, 510060, Guangdong, China
| | - Wenting Tang
- Department of Research and Molecular Diagnostics, Sun Yat-Sen University Cancer Center, Sun Yat-Sen University, Guangzhou, 510060, Guangdong, China.
| | - Bo Hu
- Department of Laboratory Medicine, Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510630, Guangdong, China.
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Bender HG, Irwin MS, Hogarty MD, Castleberry R, Maris JM, Kao PC, Zhang FF, Naranjo A, Cohn SL, London WB. Survival of Patients With Neuroblastoma After Assignment to Reduced Therapy Because of the 12- to 18-Month Change in Age Cutoff in Children's Oncology Group Risk Stratification. J Clin Oncol 2023; 41:3149-3159. [PMID: 37098238 PMCID: PMC10256433 DOI: 10.1200/jco.22.01946] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 12/01/2022] [Accepted: 02/23/2023] [Indexed: 04/27/2023] Open
Abstract
PURPOSE In 2006, Children's Oncology Group (COG) reclassified subgroups of toddlers diagnosed with neuroblastoma from high-risk to intermediate-risk, when the age cutoff for high-risk assignment was raised from 365 days (12 months) to 547 days (18 months). The primary aim of this retrospective study was to determine if excellent outcome was maintained after assigned reduction of therapy. PATIENTS AND METHODS Children <3 years old at diagnosis, enrolled on a COG biology study from 1990 to 2018, were eligible (n = 9,189). Assigned therapy was reduced for two cohorts of interest on the basis of the age cutoff change: 365-546 days old with International Neuroblastoma Staging System (INSS) stage 4, MYCN not amplified (MYCN-NA), favorable International Neuroblastoma Pathology Classification (INPC), hyperdiploid tumors (12-18mo/Stage4/FavBiology), and 365-546 days old with INSS stage 3, MYCN-NA, and unfavorable INPC tumors (12-18mo/Stage3/MYCN-NA/Unfav). Log-rank tests compared event-free survival (EFS) and overall survival (OS) curves. RESULTS For 12-18mo/Stage4/FavBiology, 5-year EFS/OS (± SE) before (≤2006; n = 40) versus after (>2006; n = 55) assigned reduction in therapy was similar: 89% ± 5.1%/89% ± 5.1% versus 87% ± 4.6%/94% ± 3.2% (P = .7; P = .4, respectively). For 12-18mo/Stage3/MYCN-NA/Unfav, the 5-year EFS and OS were both 100%, before (n = 6) and after (n = 4) 2006. The 12-18mo/Stage4/FavBiology plus 12-18mo/Stage3/MYCN-NA/Unfav classified as high-risk ≤2006 had an EFS/OS of 91% ± 4.4%/91% ± 4.5% versus 38% ± 1.3%/43% ± 1.3% for all other high-risk patients <3 years old (P < .0001; P < .0001, respectively). The 12-18mo/Stage4/FavBiology plus 12-18mo/Stage3/MYCN-NA/Unfav classified as intermediate-risk >2006 had an EFS/OS of 88% ± 4.3%/95% ± 2.9% versus 88% ± 0.9%/95% ± 0.6% for all other intermediate-risk patients <3 years old (P = .87; P = .85, respectively). CONCLUSION Excellent outcome was maintained among subsets of toddlers with neuroblastoma assigned to reduced treatment after reclassification of risk group from high to intermediate on the basis of new age cutoffs. Importantly, as documented in prior trials, intermediate-risk therapy is not associated with the degree of acute toxicity and late effects commonly observed with high-risk regimens.
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Affiliation(s)
- Hannah G. Bender
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, MA
| | - Meredith S. Irwin
- Department of Pediatrics, The Hospital for Sick Children, University of Toronto, ON, Canada
| | - Michael D. Hogarty
- Department of Pediatrics, Children's Hospital of Philadelphia and Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | | | - John M. Maris
- Department of Pediatrics, Children's Hospital of Philadelphia and Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Pei-Chi Kao
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, MA
| | - Fan F. Zhang
- Department of Biostatistics, Children's Oncology Group Statistics and Data Center, University of Florida, Gainesville, FL
| | - Arlene Naranjo
- Department of Biostatistics, Children's Oncology Group Statistics and Data Center, University of Florida, Gainesville, FL
| | - Susan L. Cohn
- Department of Pediatrics and Comer Children's Hospital, University of Chicago, Chicago, IL
| | - Wendy B. London
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, MA
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10
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Yue Z, Gao C, Xing T, Zhao W, Duan C, Wang X, Jin M, Su Y. Combined analysis of PHOX2B at two time points and its value for further risk stratification in high-risk neuroblastoma. Pediatr Blood Cancer 2023; 70:e30261. [PMID: 36815592 DOI: 10.1002/pbc.30261] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 01/18/2023] [Accepted: 01/30/2023] [Indexed: 02/24/2023]
Abstract
BACKGROUND Risk stratification of high-risk neuroblastoma (NB) is crucial for exploring treatments. This study aimed to explore the value of minimal residual disease (MRD) based on PHOX2B levels for further risk stratification in high-risk NB. METHODS The expression of PHOX2B was monitored at two time points (after two and six cycles of induction chemotherapy, TP1 and TP2, respectively) by real-time polymerase chain reaction (RT-PCR). The clinical characteristics between groups and survival rates were analyzed. RESULTS The study included 151 high-risk patients. Positive expression of PHOX2B at diagnosis was seen in 129 cases. PHOX2B was mainly expressed in patients with high lactate dehydrogenase (LDH) and neuron-specific enolase (NSE) levels (p < .001), bone marrow metastasis (p < .001), more than three metastatic organs (p < .001), 11q23 loss of heterozygosity (LOH) (p = .007), and when more events occurred (p = .012). The 4-year EFS rate was significantly lower in patients with positive PHOX2B expression compared to the negative group at diagnosis (32.9% ± 6.2% vs. 74.5% ± 10.1%, p = .005). We stratified the 151 patients into three MRD risk groups: low high-risk (low-HR), with TP1 less than 10-4 and TP2 less than 10-4 ; ultra-HR, with TP1 greater than or equal to 10-2 or TP2 greater than or equal to 10-4 , and others classified as intermediate-HR. Patients in ultra-HR had the worst survival rate compared with other two groups (p = .02). In a multivariate model, MRD risk stratification based on PHOX2B levels at TP1 and TP2 was an independent prognostic factor for high-risk patients (p = .001). Patients in ultra-HR were associated with 11q23 LOH (p < .001), more than three organs of metastasis (p = .005), bone marrow metastasis (p < .001), and occurrence of more events (p = .009). CONCLUSIONS MRD risk stratification based on PHOX2B levels at two time points (after two and six cycles of induction chemotherapy) provided a stratification system for high-risk NB, which successfully predicted treatment outcomes. Our results present an effective method for further stratification of high-risk NB.
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Affiliation(s)
- Zhixia Yue
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology, Beijing, China
- National Key Discipline of Pediatrics, Capital Medical University, Beijing, China
- Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
- Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Chao Gao
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology, Beijing, China
- National Key Discipline of Pediatrics, Capital Medical University, Beijing, China
- Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
- Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Tianyu Xing
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology, Beijing, China
- National Key Discipline of Pediatrics, Capital Medical University, Beijing, China
- Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
- Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Wen Zhao
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
- Beijing Key Laboratory of Pediatric Hematology Oncology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Chao Duan
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
- Beijing Key Laboratory of Pediatric Hematology Oncology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Xisi Wang
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
- Beijing Key Laboratory of Pediatric Hematology Oncology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Mei Jin
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
- Beijing Key Laboratory of Pediatric Hematology Oncology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Yan Su
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
- Beijing Key Laboratory of Pediatric Hematology Oncology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
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11
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Yaguchi A, Fujimura J, Yakabe A, Fujiwara M, Ishibashi T, Tomita O, Shimizu T. Lactate dehydrogenase reflects the status of ultra-high-risk neuroblastoma in a child under treatment. Pediatr Blood Cancer 2023:e30373. [PMID: 37092901 DOI: 10.1002/pbc.30373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 04/01/2023] [Indexed: 04/25/2023]
Affiliation(s)
- Akinori Yaguchi
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Junya Fujimura
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Ayane Yakabe
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Megumi Fujiwara
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Takeshi Ishibashi
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Osamu Tomita
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Toshiaki Shimizu
- Department of Pediatrics, Juntendo University Faculty of Medicine, Bunkyo-ku, Tokyo, Japan
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12
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Liu S, Yin W, Lin Y, Huang S, Xue S, Sun G, Wang C. Metastasis pattern and prognosis in children with neuroblastoma. World J Surg Oncol 2023; 21:130. [PMID: 37046344 PMCID: PMC10091559 DOI: 10.1186/s12957-023-03011-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Accepted: 03/30/2023] [Indexed: 04/14/2023] Open
Abstract
BACKGROUND We aimed to investigate the different metastases and prognoses of neuroblastoma (NB) and determine the risk factors of metastasis. METHOD Data of 1224 patients with NB were obtained from the Surveillance, Epidemiology and End Results database (2010-2018). Pearson's chi-square test, Kaplan-Meier analysis, multivariable logistic regression and Cox regression analysis were used to determine the factors associated with prognosis. RESULTS The overall incidence of NB was an age-adjusted rate of 8.2 patients per 1,000,000 children. In total, 1224 patients were included in our study, with 599 patients (48.9%) exhibiting distant metastases. Compared to patients with non-metastatic NB, a greater proportion of patients with metastatic NB were under 1 year, male, had an adrenal primary site, unilateral tumour, a tumour size > 10 cm, neuroblastoma-not otherwise specified (NB-NOS), second malignant neoplasms and were more likely to choose radiotherapy and chemotherapy. Multivariate Cox regression showed that metastasis was an independent risk factor for overall survival (OS) and cancer-specific survival (CSS). The survival rate of non-metastatic patients with NB was better than those with metastasis (OS: hazard ratio (HR): 0.248, P < 0.001; CSS: HR: 0.267, P < 0.001). The bone and liver were the two most common isolated metastatic sites in NB. However, no statistical difference was observed in OS and CSS between the only bone metastasis group, only liver metastasis group and bone metastasis combined with liver metastasis group (all P > 0.05). Additionally, age at diagnosis > 1 year (odds ratio (OR): 3.295, P < 0 .001), grades III-IV (OR: 26.228, P < 0 .001) and 5-10 cm tumours (OR: 1.781, P < 0 .001) increased the risk of bone metastasis of NB. Moreover, no surgical treatment (OR: 2.441, P < 0 .001) increased the risk of liver metastasis of NB. CONCLUSION Metastatic NB has unique clinicopathological features, with the bone and liver as the most common single metastatic sites of NB. Therefore, more aggressive treatment is recommended for high-risk children with NB displaying distant metastases.
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Affiliation(s)
- Shan Liu
- Department of Hematology-Oncology, Fujian Children's Hospital, Fujian Medical University, Fuzhou, Fujian, China
- College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, Fuzhou, Fujian, China
| | - Weimin Yin
- Department of Hematology-Oncology, Fujian Children's Hospital, Fujian Medical University, Fuzhou, Fujian, China
- College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, Fuzhou, Fujian, China
| | - Yaobin Lin
- Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, Fujian, China
| | - Sihan Huang
- Department of Hematology-Oncology, Fujian Children's Hospital, Fujian Medical University, Fuzhou, Fujian, China
- College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, Fuzhou, Fujian, China
| | - Shufang Xue
- Department of Hematology-Oncology, Fujian Children's Hospital, Fujian Medical University, Fuzhou, Fujian, China
- College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, Fuzhou, Fujian, China
| | - Gaoyuan Sun
- Department of Hematology-Oncology, Fujian Children's Hospital, Fujian Medical University, Fuzhou, Fujian, China
- College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, Fuzhou, Fujian, China
| | - Chengyi Wang
- Department of Hematology-Oncology, Fujian Children's Hospital, Fujian Medical University, Fuzhou, Fujian, China.
- College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, Fuzhou, Fujian, China.
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Ash S, Askenasy N. Immunotherapy for neuroblastoma by hematopoietic cell transplantation and post-transplant immunomodulation. Crit Rev Oncol Hematol 2023; 185:103956. [PMID: 36893946 DOI: 10.1016/j.critrevonc.2023.103956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 12/14/2022] [Accepted: 03/04/2023] [Indexed: 03/09/2023] Open
Abstract
Neuroblastoma represents a relatively common childhood tumor that imposes therapeutic difficulties. High risk neuroblastoma patients have poor prognosis, display limited response to radiochemotherapy and may be treated by hematopoietic cell transplantation. Allogeneic and haploidentical transplants have the distinct advantage of reinstitution of immune surveillance, reinforced by antigenic barriers. The key factors favorable to ignition of potent anti-tumor reactions are transition to adaptive immunity, recovery from lymphopenia and removal of inhibitory signals that inactivate immune cells at the local and systemic levels. Post-transplant immunomodulation may further foster anti-tumor reactivity, with positive but transient impact of infusions of lymphocytes and natural killer cells both from the donor, the recipient or third party. The most promising approaches include introduction of antigen-presenting cells in early post-transplant stages and neutralization of inhibitory signals. Further studies will likely shed light on the nature and actions of suppressor factors within tumor stroma and at the systemic level.
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Affiliation(s)
- Shifra Ash
- Department of Pediatric Hematology-Oncology, Rambam Medical Center, Haifa, Israel; Frankel Laboratory of Bone Marrow Transplantation, Schneider Children's Medical Center of Israel, Petach Tikva, Israel.
| | - Nadir Askenasy
- Frankel Laboratory of Bone Marrow Transplantation, Schneider Children's Medical Center of Israel, Petach Tikva, Israel
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14
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Akita N, Okada R, Mukae K, Sugino RP, Takenobu H, Chikaraishi K, Ochiai H, Yamaguchi Y, Ohira M, Koseki H, Kamijo T. Polycomb group protein BMI1 protects neuroblastoma cells against DNA damage-induced apoptotic cell death. Exp Cell Res 2023; 422:113412. [PMID: 36370852 DOI: 10.1016/j.yexcr.2022.113412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Revised: 10/31/2022] [Accepted: 11/05/2022] [Indexed: 11/10/2022]
Abstract
The overexpression of BMI1, a polycomb protein, correlates with cancer development and aggressiveness. We previously reported that MYCN-induced BMI1 positively regulated neuroblastoma (NB) cell proliferation via the transcriptional inhibition of tumor suppressors in NB cells. To assess the potential of BMI1 as a new target for NB therapy, we examined the effects of reductions in BMI1 on NB cells. BMI1 knockdown (KD) in NB cells significantly induced their differentiation for up to 7 days. BMI1 depletion significantly induced apoptotic NB cell death for up to 14 days along with the activation of p53, increases in p73, and induction of p53 family downstream molecules and pathways, even in p53 mutant cells. BMI1 depletion in vivo markedly suppressed NB xenograft tumor growth. BMI1 reductions activated ATM and increased γ-H2AX in NB cells. These DNA damage signals and apoptotic cell death were not canceled by the transduction of the polycomb group molecules EZH2 and RING1B. Furthermore, EZH2 and RING1B KD did not induce apoptotic NB cell death to the same extent as BMI1 KD. Collectively, these results suggest the potential of BMI1 as a target of molecular therapy for NB and confirmed, for the first time, the shared role of PcG proteins in the DNA damage response of NB cells.
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Affiliation(s)
- Nobuhiro Akita
- Department of Hematology and Oncology, Children's Medical Center, Japanese Red Cross Aichi Medical Center Nagoya First Hospital, Japan; Division of Biochemistry and Molecular Carcinogenesis, Chiba Cancer Center Research Institute, Japan; Department of Pediatrics, Chiba University School of Medicine, Japan; Research Institute for Clinical Oncology, Saitama Cancer Center, Japan
| | - Ryu Okada
- Research Institute for Clinical Oncology, Saitama Cancer Center, Japan; Department of Graduate School of Science and Engineering, Saitama University, Japan
| | - Kyosuke Mukae
- Research Institute for Clinical Oncology, Saitama Cancer Center, Japan
| | - Ryuichi P Sugino
- Research Institute for Clinical Oncology, Saitama Cancer Center, Japan
| | - Hisanori Takenobu
- Division of Biochemistry and Molecular Carcinogenesis, Chiba Cancer Center Research Institute, Japan; Research Institute for Clinical Oncology, Saitama Cancer Center, Japan.
| | - Koji Chikaraishi
- Department of Pediatrics, Chiba University School of Medicine, Japan; Research Institute for Clinical Oncology, Saitama Cancer Center, Japan
| | - Hidemasa Ochiai
- Department of Pediatrics, Chiba University School of Medicine, Japan
| | - Yohko Yamaguchi
- Division of Biochemistry and Molecular Carcinogenesis, Chiba Cancer Center Research Institute, Japan; Department of Molecular Toxicology, Faculty of Pharmaceutical Sciences, Toho University, Japan
| | - Miki Ohira
- Division of Biochemistry and Molecular Carcinogenesis, Chiba Cancer Center Research Institute, Japan; Research Institute for Clinical Oncology, Saitama Cancer Center, Japan
| | - Haruhiko Koseki
- Developmental Genetics Group, RIKEN Research Center for Allergy and Immunology, Japan
| | - Takehiko Kamijo
- Division of Biochemistry and Molecular Carcinogenesis, Chiba Cancer Center Research Institute, Japan; Research Institute for Clinical Oncology, Saitama Cancer Center, Japan; Department of Graduate School of Science and Engineering, Saitama University, Japan.
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15
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Association of Image-Defined Risk Factors with Clinical, Biological Features and Outcome in Neuroblastoma. CHILDREN (BASEL, SWITZERLAND) 2022; 9:children9111707. [PMID: 36360435 PMCID: PMC9688519 DOI: 10.3390/children9111707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 11/01/2022] [Accepted: 11/04/2022] [Indexed: 11/10/2022]
Abstract
Background: Neuroblastoma (NB) is the most common pediatric extracranial solid tumor and the most common cancer encountered in children younger than 12 months of age. Localized tumors have a good prognosis, but some cases undergo treatment failure and recurrence. The aim of the study was to analyze the link between the neuroblastoma risk factors and the prognosis for patients diagnosed with NB. Method: All patients admitted to the department of Pediatric Surgery, “Grigore Alexandrescu” Clinical Emergency Hospital for Children, between 1 January 2010 and 1 July 2022 were included in this analysis when diagnosed with neuroblastoma. Results: Thirty-one patients with NB were admitted to the surgical department, 20 boys and 11 girls. We observed an association between large tumors and positive imaging-defined risk factor (IDRF) status; The Fisher test showed an association between the tumor’s diameter when bigger than 8 cm and a positive IDRF status, with p < 0.001. We supposed that positive IDRF status at diagnosis may be linked to other prognostic factors. We discovered that an NSE value over 300 was associated with IDRF status (p < 0.001, phi = 0.692) and death. Conclusions: This study confirms the impact of IDRF status at diagnosis as it can be clearly correlated with other risk factors, such as a high level of NSE, MYCN amplification status, large tumor size, incomplete tumor resection, and an unfavorable outcome.
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16
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Yadgarov M, Kailash C, Shamanskaya T, Kachanov D, Likar Y. Asphericity of tumor [ 123 I]mIBG uptake as a prognostic factor in high-risk neuroblastoma. Pediatr Blood Cancer 2022; 69:e29849. [PMID: 35727712 DOI: 10.1002/pbc.29849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 05/12/2022] [Accepted: 05/30/2022] [Indexed: 11/11/2022]
Abstract
BACKGROUND In recent years, many research groups have attempted to identify a subgroup of "ultra-high risk" patients within the high-risk neuroblastoma (NB) category. The aim of our study was to evaluate the prognostic significance of parameters derived from pretherapeutic 123 I-meta-iodobenzylguanidine ([123 I]mIBG) integrated single photon emission computed tomography and computed tomography in high-risk patients with NB. METHODS The established parameters metabolic tumor volume (MTV), maximal standardized uptake value (SUVmax ) and the novel parameter tumor asphericity as well as clinical (age, stage) and genetic factors (1p/11q deletions and MYCN amplification) were analyzed in this single-center retrospective study of high-risk patients with newly diagnosed NB. Univariate/multivariable Cox regression and propensity score matching were performed for clinical and radiological parameters. RESULTS Twenty-eight high-risk patients with NB were included (14 males, median age 28.8 (11.3-41.0), range 3-74 months). Multivariable analysis of "full" cohort identified high asphericity (≥65%, adjusted hazard ratio [HR] 5.32, 95% confidence interval [CI]: 1.18-24.07, p = .03) and MTV (≥50 ml, adjusted HR 4.31, 95% CI: 1.18-15.80, p = .027) as the only factors associated with worse event-free survival. In matched cohort, tumor asphericity was a significant predictor of relapse/progression (HR 3.83, 95% CI: 1.03-14.26, p = .046). CONCLUSION In this exploratory study, imaging parameters related to tumor metabolic activity, tumor asphericity and MTV, provided prognostic value for event-free survival in high-risk NB patients. Asphericity ≥65% and MTV ≥50 ml may serve as additional prognostic factors to those already used.
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Affiliation(s)
- Mikhail Yadgarov
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Moscow, Russia
| | - Chaurasiya Kailash
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Moscow, Russia
| | - Tatyana Shamanskaya
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Moscow, Russia
| | - Denis Kachanov
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Moscow, Russia
| | - Yury Likar
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology, Moscow, Russia
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Horwacik I. The Extracellular Matrix and Neuroblastoma Cell Communication-A Complex Interplay and Its Therapeutic Implications. Cells 2022; 11:cells11193172. [PMID: 36231134 PMCID: PMC9564247 DOI: 10.3390/cells11193172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 10/04/2022] [Accepted: 10/06/2022] [Indexed: 11/16/2022] Open
Abstract
Neuroblastoma (NB) is a pediatric neuroendocrine neoplasm. It arises from the sympatho-adrenal lineage of neural-crest-derived multipotent progenitor cells that fail to differentiate. NB is the most common extracranial tumor in children, and it manifests undisputed heterogeneity. Unsatisfactory outcomes of high-risk (HR) NB patients call for more research to further inter-relate treatment and molecular features of the disease. In this regard, it is well established that in the tumor microenvironment (TME), malignant cells are engaged in complex and dynamic interactions with the extracellular matrix (ECM) and stromal cells. The ECM can be a source of both pro- and anti-tumorigenic factors to regulate tumor cell fate, such as survival, proliferation, and resistance to therapy. Moreover, the ECM composition, organization, and resulting signaling networks are vastly remodeled during tumor progression and metastasis. This review mainly focuses on the molecular mechanisms and effects of interactions of selected ECM components with their receptors on neuroblastoma cells. Additionally, it describes roles of enzymes modifying and degrading ECM in NB. Finally, the article gives examples on how the knowledge is exploited for prognosis and to yield new treatment options for NB patients.
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Affiliation(s)
- Irena Horwacik
- Laboratory of Molecular Genetics and Virology, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, 30-387 Kraków, Poland
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18
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Cangelosi D, Brignole C, Bensa V, Tamma R, Malaguti F, Carlini B, Giusto E, Calarco E, Perri P, Ribatti D, Fonseca NA, Moreira JN, Eva A, Amoroso L, Conte M, Garaventa A, Sementa AR, Corrias MV, Ponzoni M, Pastorino F. Nucleolin expression has prognostic value in neuroblastoma patients. EBioMedicine 2022; 85:104300. [PMID: 36209521 PMCID: PMC9547201 DOI: 10.1016/j.ebiom.2022.104300] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 09/12/2022] [Accepted: 09/16/2022] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Neuroblastoma (NB) represents the most frequent form of extra-cranial solid tumour of infants, responsible for 15% of childhood cancer deaths. Nucleolin (NCL) prognostic value in NB was investigated. METHODS NCL protein expression was retrospectively evaluated in tumour samples of NB patients at diagnosis and after chemotherapy. NCL prognostic value at mRNA level was assessed in a cohort of 20 patients with stage 4 NB (qPCR20, n=20, discovery dataset) and in the MultiPlatform786 including 786 patients of all stages (validation dataset). Overall and event-free survival curves were plotted by Kaplan-Meier method and compared by log-rank test. FINDINGS NCL protein, down-modulated after chemotherapy in association with features of neuroblastic differentiation,resulted statistically significantly overexpressed in NB tumours and higher in stage 4 compared to stage 1,2,3 patients. In the stage 4 patients cohort qPCR20, patients with high NCLmRNA expression revealed a statisticallysignificant lower survival probability than those with low NCL expression (OS: HR 4.1 95%CI 1.2-13.8;p=0.0215[Log-rank test], EFS: HR 4.1 95%CI 1.2-14.0, p=0.0197[Log-rank test]). In the MultiPlatform786 (n=786), multivariate analysis suggested thatNCL expression has a statistically significant prognostic value even in the model adjusted for established prognostic markers. NCL expression significantly stratified also patients with >18 months and stage 4 tumour (OS: HR 1.8 95%CI 1.2-2.7, p=0.0009[Log-rank test]; EFS: HR 1.7 95%CI 1.1-2.5, p=0.002[Log-rank test]), patients with>18 months stage 4 with MYCN non amplified tumour[EFS: HR 2.3 95%CI 1.2-4.7, p=0.01[Log-rank test]), and patients with MYCN non amplified and MYC high [OS: HR 11.9 95%CI 2.3-62.4, p=0.003[Log-rank test]; EFS: HR 7.2 95%CI 1.6-33.4, p=0.01[Log-rank test]). A statistically significant correlation between NCL and MYCN, MYC, and TERT was found in independent datasets (MultiPlatform786 (n=786) and Agilent394 (n=394). Gene set enrichment analysis revealed a statisticallysignificant positive enrichment of MYC target genes and genes involved in telomerase maintenance. INTERPRETATION NCL is a novel and independent (adjusting for age, INSS stage, and MYCN status) prognostic marker for NB. FUNDING IMH-EuroNanoMed II-2015 and AIRC-IG.
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Affiliation(s)
- Davide Cangelosi
- Laboratory of Molecular Biology, IRCCS Istituto Giannina Gaslini, Genova, Italy
| | - Chiara Brignole
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy
| | - Veronica Bensa
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy
| | - Roberto Tamma
- Department of Basic Medical Sciences, Neurosciences, and Sensory Organs, University of Bari Medical School, Bari, Italy
| | - Fabiana Malaguti
- Department of Pathology, IRCCS IstitutoGianninaGaslini, Genoa, Italy
| | - Barbara Carlini
- Department of Pathology, IRCCS IstitutoGianninaGaslini, Genoa, Italy
| | - Elena Giusto
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy
| | - Enzo Calarco
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy
| | - Patrizia Perri
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy
| | - Domenico Ribatti
- Department of Basic Medical Sciences, Neurosciences, and Sensory Organs, University of Bari Medical School, Bari, Italy
| | - Nuno André Fonseca
- CNC – Center for Neurosciences and Cell Biology, Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Faculty of Medicine (Polo 1), Coimbra, Portugal
| | - Joao Nuno Moreira
- CNC – Center for Neurosciences and Cell Biology, Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Faculty of Medicine (Polo 1), Coimbra, Portugal,Univ Coimbra – University of Coimbra, CIBB, Faculty of Pharmacy, Pólo das Ciências da Saúde, Azinhaga de Santa Comba, Coimbra, Portugal
| | - Alessandra Eva
- Laboratory of Molecular Biology, IRCCS Istituto Giannina Gaslini, Genova, Italy
| | | | - Massimo Conte
- UOC Oncologia, IRCCS IstitutoGiannina Gaslini, Genova, Italy
| | | | | | - Maria Valeria Corrias
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy
| | - Mirco Ponzoni
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy,Corresponding authors.
| | - Fabio Pastorino
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto G. Gaslini, Genoa, Italy,Corresponding authors.
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Wang H, Chen X, Zhu J, Zhang K, Lu J, Zhang L, Ding H, He L. Changes in image-defined risk factors with neoadjuvant chemotherapy in pediatric abdominal neuroblastoma. ABDOMINAL RADIOLOGY (NEW YORK) 2022; 47:3520-3530. [PMID: 35790567 DOI: 10.1007/s00261-022-03596-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 06/14/2022] [Accepted: 06/16/2022] [Indexed: 01/18/2023]
Abstract
PURPOSE To observe the changes in image-defined risk factors (IDRFs) with neoadjuvant chemotherapy in pediatric abdominal neuroblastoma and to investigate the correlations between IDRF changes and histopathological features. In addition, this study also investigated the correlations between residual IDRFs after neoadjuvant chemotherapy and intraoperative complications. METHODS Forty-three patients with abdominal neuroblastoma who received neoadjuvant chemotherapy in our hospital from January 2015 to September 2021 were enrolled. Intraoperative records, histopathological features, and CT images at initial diagnosis and after neoadjuvant chemotherapy of all patients were retrospectively collected and analyzed. RESULTS A total of 245 IDRFs were found at initial diagnosis, with a median of 6 [5, 7] IDRFs per patient. After neoadjuvant chemotherapy, IDRFs significantly decreased to 156 (p < 0.001), with a median of 4 [3, 5] IDRFs remaining per patient. The majority of IDRFs (6/8, 75.00%) were significantly improved after neoadjuvant chemotherapy (p < 0.05), while tumor invasion of renal pedicles (p > 0.05) and adjacent structures (p > 0.05) was the least responsive IDRF. IDRFs in different types of neuroblastoma decreased significantly after neoadjuvant chemotherapy (p < 0.05), while they were not significant in neuroblastoma with low and intermediate mitosis-karyorrhexis indices (p > 0.05). The number of residual IDRFs correlated positively with the volumes of intraoperative blood loss (r = 0.399, p = 0.008), but not with the presence of intraoperative complications (r = 0.111, p = 0.478). CONCLUSIONS IDRFs in different types of neuroblastoma can be significantly improved after neoadjuvant chemotherapy, while IDRFs in neuroblastoma with low and intermediate mitosis-karyorrhexis indices might not be easily improved. At the same time, the number of residual IDRFs after neoadjuvant chemotherapy might not correlate with the occurrence of intraoperative complications in abdominal neuroblastoma.
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Affiliation(s)
- Haoru Wang
- Department of Radiology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Xin Chen
- Department of Radiology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Jin Zhu
- Department of Pathology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Ke Zhang
- Department of Radiology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Jiandong Lu
- Department of Urology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Li Zhang
- Department of Radiology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Hao Ding
- Department of Radiology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China
| | - Ling He
- Department of Radiology, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, National Clinical Research Center for Child Health and Disorders, Children's Hospital of Chongqing Medical University, No. 136 Zhongshan Road 2, Yuzhong District, Chongqing, 400014, China.
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20
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Tan E, Merchant K, Kn BP, Cs A, Zhao JJ, Saffari SE, Tan PH, Tang PH. CT-based morphologic and radiomics features for the classification of MYCN gene amplification status in pediatric neuroblastoma. Childs Nerv Syst 2022; 38:1487-1495. [PMID: 35460355 DOI: 10.1007/s00381-022-05534-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 04/13/2022] [Indexed: 11/24/2022]
Abstract
PURPOSE MYCN onco-gene amplification in neuroblastoma confers patients to the high-risk disease category for which prognosis is poor and more aggressive multimodal treatment is indicated. This retrospective study leverages machine learning techniques to develop a computed tomography (CT)-based model incorporating semantic and non-semantic features for non-invasive prediction of MYCN amplification status in pediatric neuroblastoma. METHODS From 2009 to 2020, 54 pediatric patients treated for neuroblastoma at a specialized children's hospital with pre-treatment contrast-enhanced CT and MYCN status were identified (training cohort, n = 44; testing cohort, n = 10). Six morphologic features and 107 quantitative gray-level texture radiomics features extracted from manually drawn volume-of-interest were analyzed. Following feature selection and class balancing, the final predictive model was developed with eXtreme Gradient Boosting (XGBoost) algorithm. Accumulated local effects (ALE) plots were used to explore main effects of the predictive features. Tumor texture maps were also generated for visualization of radiomics features. RESULTS One morphologic and 2 radiomics features were selected for model building. The XGBoost model from the training cohort yielded an area under the receiver operating characteristics curve (AUC-ROC) of 0.930 (95% CI, 0.85-1.00), optimized F1-score of 0.878, and Matthews correlation coefficient (MCC) of 0.773. Evaluation on the testing cohort returned AUC-ROC of 0.880 (95% CI, 0.64-1.00), optimized F1-score of 0.933, and MCC of 0.764. ALE plots and texture maps showed higher "GreyLevelNonUniformity" values, lower "Strength" values, and higher number of image-defined risk factors contribute to higher predicted probability of MYCN amplification. CONCLUSION The machine learning model reliably classified MYCN amplification in pediatric neuroblastoma and shows potential as a surrogate imaging biomarker.
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Affiliation(s)
- Eelin Tan
- Department of Diagnostic & Interventional Imaging, KK Womens' and Childrens' Hospital, 100 Bukit Timah Rd, Singapore, 229899, Singapore.
| | - Khurshid Merchant
- Department of Pathology and Laboratory Medicine, KK Womens' and Childrens' Hospital, 100 Bukit Timah Rd, Singapore, 229899, Singapore
| | - Bhanu Prakash Kn
- Bioinformatics Institute, A*Star, 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Singapore
| | - Arvind Cs
- Bioinformatics Institute, A*Star, 30 Biopolis Street, #07-01 Matrix, Singapore, 138671, Singapore
| | - Joseph J Zhao
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, 117597, Singapore
| | - Seyed Ehsan Saffari
- Center for Quantitative Medicine, Duke-NUS Graduate Medical School, 8 College Rd, Singapore, 169857, Singapore
| | - Poh Hwa Tan
- Department of Diagnostic & Interventional Imaging, KK Womens' and Childrens' Hospital, 100 Bukit Timah Rd, Singapore, 229899, Singapore
| | - Phua Hwee Tang
- Department of Diagnostic & Interventional Imaging, KK Womens' and Childrens' Hospital, 100 Bukit Timah Rd, Singapore, 229899, Singapore
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21
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El Moukhtari SH, Garbayo E, Fernández-Teijeiro A, Rodríguez-Nogales C, Couvreur P, Blanco-Prieto MJ. Nanomedicines and cell-based therapies for embryonal tumors of the nervous system. J Control Release 2022; 348:553-571. [PMID: 35705114 DOI: 10.1016/j.jconrel.2022.06.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 06/05/2022] [Accepted: 06/08/2022] [Indexed: 11/26/2022]
Abstract
Embryonal tumors of the nervous system are neoplasms predominantly affecting the pediatric population. Among the most common and aggressive ones are neuroblastoma (NB) and medulloblastoma (MB). NB is a sympathetic nervous system tumor, which is the most frequent extracranial solid pediatric cancer, usually detected in children under two. MB originates in the cerebellum and is one of the most lethal brain tumors in early childhood. Their tumorigenesis presents some similarities and both tumors often have treatment resistances and poor prognosis. High-risk (HR) patients require high dose chemotherapy cocktails associated with acute and long-term toxicities. Nanomedicine and cell therapy arise as potential solutions to improve the prognosis and quality of life of children suffering from these tumors. Indeed, nanomedicines have been demonstrated to efficiently reduce drug toxicity and improve drug efficacy. Moreover, these systems have been extensively studied in cancer research over the last few decades and an increasing number of anticancer nanocarriers for adult cancer treatment has reached the clinic. Among cell-based strategies, the clinically most advanced approach is chimeric-antigen receptor (CAR) T therapy for both pathologies, which is currently under investigation in phase I/II clinical trials. However, pediatric drug research is especially hampered due not only to ethical issues but also to the lack of efficient pre-clinical models and the inadequate design of clinical trials. This review provides an update on progress in the treatment of the main embryonal tumors of the nervous system using nanotechnology and cell-based therapies and discusses key issues behind the gap between preclinical studies and clinical trials in this specific area. Some directions to improve their translation into clinical practice and foster their development are also provided.
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Affiliation(s)
- Souhaila H El Moukhtari
- Department of Pharmaceutical Technology and Chemistry, School of Pharmacy and Nutrition, Universidad de Navarra, C/Irunlarrea 1, 31008 Pamplona, Spain; Instituto de Investigación Sanitaria de Navarra, IdiSNA, C/Irunlarrea 3, 31008 Pamplona, Spain
| | - Elisa Garbayo
- Department of Pharmaceutical Technology and Chemistry, School of Pharmacy and Nutrition, Universidad de Navarra, C/Irunlarrea 1, 31008 Pamplona, Spain; Instituto de Investigación Sanitaria de Navarra, IdiSNA, C/Irunlarrea 3, 31008 Pamplona, Spain
| | - Ana Fernández-Teijeiro
- Pediatric Onco-Hematology Unit, Hospital Universitario Virgen Macarena, School of Medicine, Universidad de Sevilla, Avenida Dr, Fedriani 3, 41009 Sevilla, Spain; Sociedad Española de Hematología y Oncología Pediátricas (SEHOP), Spain
| | - Carlos Rodríguez-Nogales
- School of Pharmaceutical Sciences, University of Geneva, Rue Michel-Servet 1, 1206 Geneva, Switzerland
| | - Patrick Couvreur
- Institut Galien Paris-Sud, UMRCNRS8612,Université Paris-Sud, Université Paris-Saclay, Châtenay-Malabry 92296, France
| | - María J Blanco-Prieto
- Department of Pharmaceutical Technology and Chemistry, School of Pharmacy and Nutrition, Universidad de Navarra, C/Irunlarrea 1, 31008 Pamplona, Spain; Instituto de Investigación Sanitaria de Navarra, IdiSNA, C/Irunlarrea 3, 31008 Pamplona, Spain.
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22
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The Pyrazolo[3,4-d]Pyrimidine Derivative Si306 Encapsulated into Anti-GD2-Immunoliposomes as Therapeutic Treatment of Neuroblastoma. Biomedicines 2022; 10:biomedicines10030659. [PMID: 35327462 PMCID: PMC8945814 DOI: 10.3390/biomedicines10030659] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 03/03/2022] [Accepted: 03/10/2022] [Indexed: 12/03/2022] Open
Abstract
Si306, a pyrazolo[3,4-d]pyrimidine derivative recently identified as promising anticancer agent, has shown favorable in vitro and in vivo activity profile against neuroblastoma (NB) models by acting as a competitive inhibitor of c-Src tyrosine kinase. Nevertheless, Si306 antitumor activity is associated with sub-optimal aqueous solubility, which might hinder its further development. Drug delivery systems were here developed with the aim to overcome this limitation, obtaining suitable formulations for more efficacious in vivo use. Si306 was encapsulated in pegylated stealth liposomes, undecorated or decorated with a monoclonal antibody able to specifically recognize and bind to the disialoganglioside GD2 expressed by NB cells (LP[Si306] and GD2-LP[Si306], respectively). Both liposomes possessed excellent morphological and physio-chemical properties, maintained over a period of two weeks. Compared to LP[Si306], GD2-LP[Si306] showed in vitro specific cellular targeting and increased cytotoxic activity against NB cell lines. After intravenous injection in healthy mice, pharmacokinetic profiles showed increased plasma exposure of Si306 when delivered by both liposomal formulations, compared to that obtained when Si306 was administered as free form. In vivo tumor homing and cytotoxic effectiveness of both liposomal formulations were finally tested in an orthotopic animal model of NB. Si306 tumor uptake resulted significantly higher when encapsulated in GD2-LP, compared to Si306, either free or encapsulated into untargeted LP. This, in turn, led to a significant increase in survival of mice treated with GD2-LP[Si306]. These results demonstrate a promising antitumor efficacy of Si306 encapsulated into GD2-targeted liposomes, supporting further therapeutic developments in pre-clinical trials and in the clinic for NB.
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Yue ZX, Xing TY, Zhao W, Zhao Q, Wang XS, Su Y, Gao C, Liu SG, Ma XL. MYCN amplification plus 1p36 loss of heterozygosity predicts ultra high risk in bone marrow metastatic neuroblastoma. Cancer Med 2022; 11:1837-1849. [PMID: 35137546 PMCID: PMC9041068 DOI: 10.1002/cam4.4583] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 12/14/2021] [Accepted: 01/04/2022] [Indexed: 01/02/2023] Open
Abstract
Background This study aimed to better understand the prognostic effect of multiple genetic markers and identify more subpopulations at ultra high risk of poor outcome in bone marrow (BM) metastatic neuroblastoma (NB). Methods We screened the MYCN, 1p36 and 11q23 loss of heterozygosity (LOH) statuses of 154 patients by interphase fluorescence in situ hybridization of BM cells. The clinical characteristics of patients with the three markers and their associations with prognosis were analysed. Results MYCN amplification and LOH at 1p36 and 11q23 were identified in 16.2%, 33.1% and 30.5% of patients, respectively. There were strong associations between MYCN amplification and 1p36 LOH as well as 11q23 LOH. Both MYCN amplification and 1p36 LOH were strongly associated with high levels of lactate dehydrogenase (LDH) and neuron‐specific enolase, more than 3 metastatic organs, and more events. 11q23 LOH occurred mainly in patients older than 18 months, and those who had high LDH levels. In univariate analysis, patients with MYCN amplification had poorer prognosis than those without. Patients with 1p36 LOH had a 3‐year event‐free survival (EFS) and overall survival lower than those without. 11q23 LOH was associated with poorer EFS only for patients without MYCN amplification. In a multivariate model, MYCN amplification was independently associated with decreased EFS in all cohorts. 11q23 LOH was an independent prognostic factor for patients without MYCN amplification, whereas 1p36 LOH was not an independent marker regardless of MYCN amplification. Compared with all cohorts, patients with both MYCN amplification and 1p36 LOH had the worst outcome and clinical features. Conclusions Patients with both MYCN amplification and 1p36LOH had the worst survival rate, indicating an ultra high‐risk group. Our results may be applied in clinical practice for accurate risk stratification in future studies.
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Affiliation(s)
- Zhi-Xia Yue
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology; National Key Discipline of Pediatrics (Capital Medical University); Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Tian-Yu Xing
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology; National Key Discipline of Pediatrics (Capital Medical University); Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Wen Zhao
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.,Beijing Key Laboratory of Pediatric Hematology Ocology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Qian Zhao
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.,Beijing Key Laboratory of Pediatric Hematology Ocology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Xi-Si Wang
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.,Beijing Key Laboratory of Pediatric Hematology Ocology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Yan Su
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.,Beijing Key Laboratory of Pediatric Hematology Ocology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
| | - Chao Gao
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology; National Key Discipline of Pediatrics (Capital Medical University); Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Shu-Guang Liu
- Hematologic Disease Laboratory, Hematology Center, Beijing Key Laboratory of Pediatric Hematology Oncology; National Key Discipline of Pediatrics (Capital Medical University); Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Xiao-Li Ma
- Medical Oncology Department, Pediatric Oncology Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.,Beijing Key Laboratory of Pediatric Hematology Ocology, Key Laboratory of Major Diseases in Children, Ministry of Education, Beijing, China
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Retrospective Analysis of INRG Clinical and Genomic Factors for 605 Neuroblastomas in Japan: A Report from the Japan Children’s Cancer Group Neuroblastoma Committee (JCCG-JNBSG). Biomolecules 2021; 12:biom12010018. [PMID: 35053166 PMCID: PMC8774029 DOI: 10.3390/biom12010018] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 12/17/2021] [Accepted: 12/21/2021] [Indexed: 12/31/2022] Open
Abstract
Neuroblastomas (NBs) exhibit broad and divergent clinical behaviors and tumor risk classification at diagnosis is crucial for the selection of an appropriate therapeutic strategy for each patient. The present study aimed to validate the clinical relevance of International Neuroblastoma Risk Group (INRG) prognostic and genomic markers in a Japanese NB cohort using a retrospective analysis. Follow-up data based on 30 common INRG queries in 605 NB cases diagnosed in Japan between 1990 and 2014 were collected and the genome signature of each tumor sample was integrated. As previously indicated, age, tumor stage, MYCN, DNA ploidy, the adrenals as the primary tumor site, serum ferritin and lactate dehydrogenase (LDH) levels, segmental chromosome aberrations, and the number of chromosome breakpoints (BP) correlated with lower survival rates, while the thorax as the primary tumor site and numerical chromosome aberrations correlated with a favorable prognosis. In the patient group with stage 4, MYCN non-amplified tumors (n = 225), one of the challenging subsets for risk stratification, age ≥ 18 months, LDH ≥ 1400 U/L, and BP ≥ 7 correlated with lower overall and event-free survival rates (p < 0.05). The genome subgroup GG-P2s (partial chromosome gain/loss type with 1p/11q losses and 17q gain, n = 30) was strongly associated with a lower overall survival rate (5-year survival rate: 34%, p < 0.05). Therefore, the combination of the tumor genomic pattern (GG-P2s and BP ≥ 7) with age at diagnosis and LDH will be a promising predictor for MYCN-non-amplified high-risk NBs in patient subsets, in accordance with previous findings from the INRG project.
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Mayampurath A, Ramesh S, Michael D, Liu L, Feinberg N, Granger M, Naranjo A, Cohn SL, Volchenboum SL, Applebaum MA. Predicting Response to Chemotherapy in Patients With Newly Diagnosed High-Risk Neuroblastoma: A Report From the International Neuroblastoma Risk Group. JCO Clin Cancer Inform 2021; 5:1181-1188. [PMID: 34882497 PMCID: PMC8812615 DOI: 10.1200/cci.21.00103] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 08/22/2021] [Accepted: 10/25/2021] [Indexed: 11/20/2022] Open
Abstract
PURPOSE Metaiodobenzylguanidine (MIBG) scans are a radionucleotide imaging modality that undergo Curie scoring to semiquantitatively assess neuroblastoma burden, which can be used as a marker of therapy response. We hypothesized that a convolutional neural network (CNN) could be developed that uses diagnostic MIBG scans to predict response to induction chemotherapy. METHODS We analyzed MIBG scans housed in the International Neuroblastoma Risk Group Data Commons from patients enrolled in the Children's Oncology Group high-risk neuroblastoma study ANBL12P1. The primary outcome was response to upfront chemotherapy, defined as a Curie score ≤ 2 after four cycles of induction chemotherapy. We derived and validated a CNN using two-dimensional whole-body MIBG scans from diagnosis and evaluated model performance using area under the receiver operating characteristic curve (AUC). We also developed a clinical classification model to predict response on the basis of age, stage, and MYCN amplification. RESULTS Among 103 patients with high-risk neuroblastoma included in the final cohort, 67 (65%) were responders. Performance in predicting response to upfront chemotherapy was equivalent using the CNN and the clinical model. Class-activation heatmaps verified that the CNN used areas of disease within the MIBG scans to make predictions. Furthermore, integrating predictions using a geometric mean approach improved detection of responders to upfront chemotherapy (geometric mean AUC 0.73 v CNN AUC 0.63, P < .05; v clinical model AUC 0.65, P < .05). CONCLUSION We demonstrate feasibility in using machine learning of diagnostic MIBG scans to predict response to induction chemotherapy for patients with high-risk neuroblastoma. We highlight improvements when clinical risk factors are also integrated, laying the foundation for using a multimodal approach to guiding treatment decisions for patients with high-risk neuroblastoma.
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Affiliation(s)
| | - Siddhi Ramesh
- Pritzker School of Medicine, University of Chicago, Chicago, IL
| | - Diana Michael
- Department of Pediatrics, University of Chicago, Chicago, IL
| | - Liu Liu
- Department of Radiology, University of Chicago, Chicago, IL
| | | | | | - Arlene Naranjo
- Children's Oncology Group Statistics and Data Center, Department of Biostatistics, University of Florida, Gainesville, FL
| | - Susan L. Cohn
- Department of Pediatrics, University of Chicago, Chicago, IL
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Schmelz K, Toedling J, Huska M, Cwikla MC, Kruetzfeldt LM, Proba J, Ambros PF, Ambros IM, Boral S, Lodrini M, Chen CY, Burkert M, Guergen D, Szymansky A, Astrahantseff K, Kuenkele A, Haase K, Fischer M, Deubzer HE, Hertwig F, Hundsdoerfer P, Henssen AG, Schwarz RF, Schulte JH, Eggert A. Spatial and temporal intratumour heterogeneity has potential consequences for single biopsy-based neuroblastoma treatment decisions. Nat Commun 2021; 12:6804. [PMID: 34815394 PMCID: PMC8611017 DOI: 10.1038/s41467-021-26870-z] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 10/18/2021] [Indexed: 01/12/2023] Open
Abstract
Intratumour heterogeneity is a major cause of treatment failure in cancer. We present in-depth analyses combining transcriptomic and genomic profiling with ultra-deep targeted sequencing of multiregional biopsies in 10 patients with neuroblastoma, a devastating childhood tumour. We observe high spatial and temporal heterogeneity in somatic mutations and somatic copy-number alterations which are reflected on the transcriptomic level. Mutations in some druggable target genes including ALK and FGFR1 are heterogeneous at diagnosis and/or relapse, raising the issue whether current target prioritization and molecular risk stratification procedures in single biopsies are sufficiently reliable for therapy decisions. The genetic heterogeneity in gene mutations and chromosome aberrations observed in deep analyses from patient courses suggest clonal evolution before treatment and under treatment pressure, and support early emergence of metastatic clones and ongoing chromosomal instability during disease evolution. We report continuous clonal evolution on mutational and copy number levels in neuroblastoma, and detail its implications for therapy selection, risk stratification and therapy resistance.
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Affiliation(s)
- Karin Schmelz
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Joern Toedling
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Matt Huska
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Maja C Cwikla
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | | | - Jutta Proba
- Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Peter F Ambros
- Children's Cancer Research Institute, St. Anna Kinderkrebsforschung, 1090, Vienna, Austria
| | - Inge M Ambros
- Children's Cancer Research Institute, St. Anna Kinderkrebsforschung, 1090, Vienna, Austria
| | - Sengül Boral
- Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Marco Lodrini
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Celine Y Chen
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- Experimental and Clinical Research Center (ECRC) of the Charité and Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Martin Burkert
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Dennis Guergen
- Experimental Pharmacology and Oncology Berlin-Buch GmbH (EPO), Berlin, Germany
| | | | | | - Annette Kuenkele
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Kerstin Haase
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Matthias Fischer
- Department of Experimental Pediatric Oncology, Medical Faculty, University Children's Hospital of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne (CMMC), University of Cologne, Cologne, Germany
| | - Hedwig E Deubzer
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
- Experimental and Clinical Research Center (ECRC) of the Charité and Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Falk Hertwig
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- The German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Patrick Hundsdoerfer
- Charité-Universitätsmedizin Berlin, Berlin, Germany
- Helios Klinikum Berlin-Buch, Berlin, Germany
| | - Anton G Henssen
- Charité-Universitätsmedizin Berlin, Berlin, Germany.
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany.
- The German Cancer Research Center (DKFZ), Heidelberg, Germany.
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
- Experimental and Clinical Research Center (ECRC) of the Charité and Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany.
- Berlin Institute of Health (BIH), Berlin, Germany.
| | - Roland F Schwarz
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
- BIFOLD-Berlin Institute for the Foundations of Learning and Data, Berlin, Germany.
| | - Johannes H Schulte
- Charité-Universitätsmedizin Berlin, Berlin, Germany.
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany.
- The German Cancer Research Center (DKFZ), Heidelberg, Germany.
- Berlin Institute of Health (BIH), Berlin, Germany.
| | - Angelika Eggert
- Charité-Universitätsmedizin Berlin, Berlin, Germany.
- The German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany.
- The German Cancer Research Center (DKFZ), Heidelberg, Germany.
- Berlin Institute of Health (BIH), Berlin, Germany.
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Irwin MS, Naranjo A, Zhang FF, Cohn SL, London WB, Gastier-Foster JM, Ramirez NC, Pfau R, Reshmi S, Wagner E, Nuchtern J, Asgharzadeh S, Shimada H, Maris JM, Bagatell R, Park JR, Hogarty MD. Revised Neuroblastoma Risk Classification System: A Report From the Children's Oncology Group. J Clin Oncol 2021; 39:3229-3241. [PMID: 34319759 PMCID: PMC8500606 DOI: 10.1200/jco.21.00278] [Citation(s) in RCA: 193] [Impact Index Per Article: 64.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Revised: 06/10/2021] [Accepted: 06/30/2021] [Indexed: 01/25/2023] Open
Abstract
PURPOSE Treatment planning for children with neuroblastoma requires accurate assessment of prognosis. The most recent Children's Oncology Group (COG) risk classification system used tumor stage as defined by the International Neuroblastoma Staging System. Here, we validate a revised classifier using the International Neuroblastoma Risk Group Staging System (INRGSS) and incorporate segmental chromosome aberrations (SCA) as an additional genomic biomarker. METHODS Newly diagnosed patients enrolled on the COG neuroblastoma biology study ANBL00B1 between 2007 and 2017 with known age, International Neuroblastoma Staging System, and INRGSS stage were identified (N = 4,832). Tumor MYCN status, ploidy, SCA status (1p and 11q), and International Neuroblastoma Pathology Classification histology were determined centrally. Survival analyses were performed for combinations of prognostic factors used in COG risk classification according to the prior version 1, and to validate a revised algorithm (version 2). RESULTS Most patients with locoregional tumors had excellent outcomes except for those with image-defined risk factors (INRGSS L2) with MYCN amplification (5-year event-free survival and overall survival: 76.3% ± 5.8% and 79.9% ± 5.5%, respectively) or patients age ≥ 18 months with L2 MYCN nonamplified tumors with unfavorable International Neuroblastoma Pathology Classification histology (72.7% ± 5.4% and 82.4% ± 4.6%), which includes the majority of L2 patients with SCA. For patients with stage M (metastatic) and MS (metastatic, special) disease, genomic biomarkers affected risk group assignment for those < 12 months (MYCN) or 12-18 months (MYCN, histology, ploidy, and SCA) of age. In a retrospective analysis of patient outcome, the 5-year event-free survival and overall survival using COG version 1 were low-risk: 89.4% ± 1.1% and 97.9% ± 0.5%; intermediate-risk: 86.1% ± 1.3% and 94.9% ± 0.8%; high-risk: 50.8% ± 1.4% and 61.9% ± 1.3%; and using COG version 2 were low-risk: 90.7% ± 1.1% and 97.9% ± 0.5%; intermediate-risk: 85.1% ± 1.4% and 95.8% ± 0.8%; high-risk: 51.2% ± 1.4% and 62.5% ± 1.3%, respectively. CONCLUSION A revised 2021 COG neuroblastoma risk classifier (version 2) that uses the INRGSS and incorporates SCAs has been adopted to prospectively define COG clinical trial eligibility and treatment assignment.
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Affiliation(s)
- Meredith S. Irwin
- Department of Pediatrics, Hospital for Sick Children, Toronto, ON, Canada
| | - Arlene Naranjo
- Children's Oncology Group Statistics and Data Center, Department of Biostatistics, University of Florida, Gainesville, FL
| | - Fan F. Zhang
- Children's Oncology Group Statistics and Data Center, Monrovia, CA
| | - Susan L. Cohn
- Department of Pediatrics, The University of Chicago, Chicago, IL
| | - Wendy B. London
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, MA
| | - Julie M. Gastier-Foster
- Institute for Genomic Medicine and Biopathology Center, Nationwide Children's Hospital, Columbus, OH
- Departments of Pathology and Pediatrics, Ohio State University, Columbus, OH
| | - Nilsa C. Ramirez
- Institute for Genomic Medicine and Biopathology Center, Nationwide Children's Hospital, Columbus, OH
- Departments of Pathology and Pediatrics, Ohio State University, Columbus, OH
| | - Ruthann Pfau
- Institute for Genomic Medicine and Biopathology Center, Nationwide Children's Hospital, Columbus, OH
- Departments of Pathology and Pediatrics, Ohio State University, Columbus, OH
| | - Shalini Reshmi
- Institute for Genomic Medicine and Biopathology Center, Nationwide Children's Hospital, Columbus, OH
- Departments of Pathology and Pediatrics, Ohio State University, Columbus, OH
| | - Elizabeth Wagner
- Institute for Genomic Medicine and Biopathology Center, Nationwide Children's Hospital, Columbus, OH
| | - Jed Nuchtern
- Division of Pediatric Surgery, Department of Surgery, Texas Children's Hospital, Baylor College of Medicine, Houston, TX
| | - Shahab Asgharzadeh
- Division of Hematology/Oncology, Children's Hospital of Los Angeles, Los Angeles, CA
| | - Hiroyuki Shimada
- Departments of Pathology and Pediatrics, Stanford University, Stanford, CA
| | - John M. Maris
- Department of Pediatrics, Children's Hospital of Philadelphia and Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Rochelle Bagatell
- Department of Pediatrics, Children's Hospital of Philadelphia and Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Julie R. Park
- Department of Pediatrics, Seattle Children's Hospital, University of Washington, Seattle, WA
| | - Michael D. Hogarty
- Department of Pediatrics, Children's Hospital of Philadelphia and Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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YILMAZ E, SAMUR MB, ÖZCAN A, ÜNAL E, KARAKÜKÇÜ M. Transplantation for ultra high-risk neuroblastoma patients: effect of tandem autologous stem cell transplantation. JOURNAL OF HEALTH SCIENCES AND MEDICINE 2021. [DOI: 10.32322/jhsm.985592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
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Pan L, Cheng C, Duan P, Chen K, Wu Y, Wu Z. XPO1/CRM1 is a promising prognostic indicator for neuroblastoma and represented a therapeutic target by selective inhibitor verdinexor. J Exp Clin Cancer Res 2021; 40:255. [PMID: 34384466 PMCID: PMC8359549 DOI: 10.1186/s13046-021-02044-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 07/14/2021] [Indexed: 01/16/2023] Open
Abstract
BACKGROUND High-risk neuroblastoma patients have a 5-year survival rate of less than 50%. It's an urgent need to identify new therapeutic targets and the appropriate drugs. Exportin-1 (XPO1), also known as chromosomal region maintenance 1, plays important roles in the progression of tumorigenesis. However, the prognostic and therapeutic values of XPO1 in neuroblastoma have not been reported. METHODS Correlations between XPO1 expression level and clinical characteristics were analyzed using the Neuroblastoma Research Consortium (NRC) dataset and tissue microarray analysis. Cell proliferation assays, colony formation assays, apoptosis assays, cell cycle analysis were performed to analyze the anti-tumor effects of verdinexor (KPT-335) in vitro. Western blot and mRNA sequencing were performed to explore underlying mechanism. In vivo anti-tumor effects of verdinexor were studied in a neuroblastoma xenograft model. RESULTS Higher XPO1 levels were associated with advanced stage and poor prognosis in neuroblastoma patients. The specific inhibitor of XPO1 verdinexor suppressed the neuroblastoma cell growth both in vitro and in vivo. Specifically, inhibition of XPO1 suppressed the neuroblastoma cell proliferation and induced cell apoptosis by nuclear accumulation of FOXO1 and RB1 in the neuroblastoma due to the inhibition of the PI3K/AKT pathway, and induced G0/G1 phase cell cycle arrest by activation of P53 function. CONCLUSIONS XPO1 is a promising prognostic indicator for neuroblastoma and a novel target for antitumor treatment with selective inhibitor verdinexor.
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Affiliation(s)
- Lijia Pan
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 200092, China
- Division of Pediatric Oncology, Shanghai Institute of Pediatric Research, Shanghai, 200092, China
| | - Cheng Cheng
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 200092, China
- Division of Pediatric Oncology, Shanghai Institute of Pediatric Research, Shanghai, 200092, China
| | - Peiwen Duan
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 200092, China
- Division of Pediatric Oncology, Shanghai Institute of Pediatric Research, Shanghai, 200092, China
| | - Kai Chen
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 200092, China
- Division of Pediatric Oncology, Shanghai Institute of Pediatric Research, Shanghai, 200092, China
| | - Yeming Wu
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 200092, China.
- Division of Pediatric Oncology, Shanghai Institute of Pediatric Research, Shanghai, 200092, China.
- Department of Pediatric Surgery, Children's Hospital of Soochow University, Suzhou, 215003, China.
| | - Zhixiang Wu
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, 200092, China.
- Division of Pediatric Oncology, Shanghai Institute of Pediatric Research, Shanghai, 200092, China.
- Department of Pediatric Surgery, Children's Hospital of Soochow University, Suzhou, 215003, China.
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Neuroblastoma Risk Assessment and Treatment Stratification with Hybrid Capture-Based Panel Sequencing. J Pers Med 2021; 11:jpm11080691. [PMID: 34442335 PMCID: PMC8398598 DOI: 10.3390/jpm11080691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 07/06/2021] [Accepted: 07/09/2021] [Indexed: 11/17/2022] Open
Abstract
For many years, the risk-based therapy stratification of children with neuroblastoma has relied on clinical and molecular covariates. In recent years, genome analysis has revealed further alterations defining risk, tumor biology, and therapeutic targets. The implementation of a robust and scalable method for analyzing traditional and new molecular markers in routine diagnostics is an urgent clinical need. Here, we investigated targeted panel sequencing as a diagnostic approach to analyze all relevant genomic neuroblastoma risk markers in one assay. Our "neuroblastoma hybrid capture sequencing panel" (NB-HCSP) assay employs a technology for the high-coverage sequencing (>1000×) of 55 selected genes and neuroblastoma-relevant genomic regions, which allows for the detection of single nucleotide changes, structural rearrangements, and copy number alterations. We validated our assay by analyzing 15 neuroblastoma cell lines and a cohort of 20 neuroblastomas, for which reference routine diagnostic data and genome sequencing data were available. We observed a high concordance for risk markers identified by the NB-HSCP assay, clinical routine diagnostics, and genome sequencing. Subsequently, we demonstrated clinical applicability of the NB-HCSP assay by analyzing routine clinical samples. We conclude that the NB-HCSP assay may be implemented into routine diagnostics as a single assay that covers all essential covariates for initial neuroblastoma classification, extended risk stratification, and targeted therapy selection.
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Chen X, Wang H, Huang K, Liu H, Ding H, Zhang L, Zhang T, Yu W, He L. CT-Based Radiomics Signature With Machine Learning Predicts MYCN Amplification in Pediatric Abdominal Neuroblastoma. Front Oncol 2021; 11:687884. [PMID: 34109133 PMCID: PMC8181422 DOI: 10.3389/fonc.2021.687884] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 05/03/2021] [Indexed: 12/12/2022] Open
Abstract
Purpose MYCN amplification plays a critical role in defining high-risk subgroup of patients with neuroblastoma. We aimed to develop and validate the CT-based machine learning models for predicting MYCN amplification in pediatric abdominal neuroblastoma. Methods A total of 172 patients with MYCN amplified (n = 47) and non-amplified (n = 125) were enrolled. The cohort was randomly stratified sampling into training and testing groups. Clinicopathological parameters and radiographic features were selected to construct the clinical predictive model. The regions of interest (ROIs) were segmented on three-phrase CT images to extract first-, second- and higher-order radiomics features. The ICCs, mRMR and LASSO methods were used for dimensionality reduction. The selected features from the training group were used to establish radiomics models using Logistic regression, Support Vector Machine (SVM), Bayes and Random Forest methods. The performance of four different radiomics models was evaluated according to the area under the receiver operator characteristic (ROC) curve (AUC), and then compared by Delong test. The nomogram incorporated of clinicopathological parameters, radiographic features and radiomics signature was developed through multivariate logistic regression. Finally, the predictive performance of the clinical model, radiomics models, and nomogram was evaluated in both training and testing groups. Results In total, 1,218 radiomics features were extracted from the ROIs on three-phrase CT images, and then 14 optimal features, including one original first-order feature and eight wavelet-transformed features and five LoG-transformed features, were identified and selected to construct the radiomics models. In the training group, the AUC of the Logistic, SVM, Bayes and Random Forest model was 0.940, 0.940, 0.780 and 0.927, respectively, and the corresponding AUC in the testing group was 0.909, 0.909, 0.729, 0.851, respectively. There was no significant difference among the Logistic, SVM and Random Forest model, but all better than the Bayes model (p <0.005). The predictive performance of the Logistic radiomics model based on three-phrase is similar to nomogram, but both better than the clinical model and radiomics model based on single venous phase. Conclusion The CT-based radiomics signature is able to predict MYCN amplification of pediatric abdominal NB with high accuracy based on SVM, Logistic and Random Forest classifiers, while Bayes classifier yields lower predictive performance. When combined with clinical and radiographic qualitative features, the clinics-radiomics nomogram can improve the performance of predicting MYCN amplification.
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Affiliation(s)
- Xin Chen
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Haoru Wang
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Kaiping Huang
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | | | - Hao Ding
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Li Zhang
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Ting Zhang
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Wenqing Yu
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Ling He
- Department of Radiology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
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Moreno L, Guo D, Irwin MS, Berthold F, Hogarty M, Kamijo T, Morgenstern D, Pasqualini C, Ash S, Potschger U, Ladenstein R, Valteau-Couanet D, Cohn SL, Pearson ADJ, London WB. A nomogram of clinical and biologic factors to predict survival in children newly diagnosed with high-risk neuroblastoma: An International Neuroblastoma Risk Group project. Pediatr Blood Cancer 2021; 68:e28794. [PMID: 33205902 DOI: 10.1002/pbc.28794] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 09/16/2020] [Accepted: 10/09/2020] [Indexed: 12/29/2022]
Abstract
BACKGROUND Long-term outcome remains poor for children with high-risk neuroblastoma (five-year overall survival [OS] ∼50%). Our objectives were to (a) identify prognostic biomarkers and apply them in a nomogram to identify the subgroup of ultra-high-risk patients at highest risk of disease progression/death, for whom novel frontline therapy is urgently needed; and (b) validate the nomogram in an independent cohort. METHODS A total of 1820 high-risk patients (≥18 months old with metastatic neuroblastoma), diagnosed 1998-2015, from the International Neuroblastoma Risk Groups (INRG) Data Commons were analyzed in a retrospective cohort study. Using multivariable Cox regression of OS from diagnosis, a nomogram was created from prognostic biomarkers to predict three-year OS. External validation was performed using the SIOPEN HR-NBL1 trial cohort (n = 521), evidenced by receiver operating characteristic curves. RESULTS The nomogram, including MYCN status (P < 0.0001), lactate dehydrogenase (LDH) (P = 0.0007), and presence of bone marrow metastases (P = 0.004), had robust performance and was validated. Applying the nomogram at diagnosis (a) gives prognosis of an individual patient and (b) identifies patients predicted to have poor outcome (three-year OS was 30% ± 5% for patients with a nomogram score of > 82 points; 58% ± 1% for those ≤82 points). Median follow-up time was 5.5 years (range, 0-14.1). CONCLUSIONS In high-risk neuroblastoma, a novel, publicly available nomogram using prognostic biomarkers (MYCN status, LDH, presence of bone marrow metastases; https://neuroblastoma.shinyapps.io/High-Risk-Neuroblastoma-Nomogram/) has the flexibility to apply a clinically suitable and context-specific cutoff to identify patients at highest risk of death. This will facilitate testing urgently needed new frontline treatment options to improve outcome for these children.
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Affiliation(s)
- Lucas Moreno
- Pediatric Hematology and Oncology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Dongjing Guo
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts
| | - Meredith S Irwin
- Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Frank Berthold
- Department of Pediatric Oncology and Hematology, University of Cologne, Cologne, Germany
| | - Michael Hogarty
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, Pennsylvania
| | - Takehiko Kamijo
- Research Institute for Clinical Oncology, Saitama Cancer Center, Saitama, Japan
| | - Daniel Morgenstern
- Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | | | - Shifra Ash
- Pediatric Hematology Oncology Center, Schneider Children's Medical Center of Israel, Petah Tikva, Israel
| | | | | | | | - Susan L Cohn
- Department of Pediatrics, University of Chicago, Chicago, Illinois
| | - Andrew D J Pearson
- Division of Clinical Studies, Institute of Cancer Research, Royal Marsden Hospital, Sutton, UK
| | - Wendy B London
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts
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Pan LJ, Chen JL, Wu ZX, Wu YM. Exportin-T: A Novel Prognostic Predictor and Potential Therapeutic Target for Neuroblastoma. Technol Cancer Res Treat 2021; 20:15330338211039132. [PMID: 34469238 PMCID: PMC8414936 DOI: 10.1177/15330338211039132] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 07/22/2021] [Indexed: 01/06/2023] Open
Abstract
Exportins as the key mediators of nucleocytoplasmic transport have been identified as the controllers of the passage of numerous types of crucial cancer-related proteins. Targeting exportins in cancer cells might represent an emerging strategy in cancer intervention with the potential to affect clinical outcomes. Here, we focused on the prognostic and therapeutic values of Exportin-T (XPOT) in neuroblastoma. The correlation between the expression and prognostic values of XPOT in patients with neuroblastoma was investigated based on both published transcriptome data and our clinical data. Then, decision curve analysis (DCA) was implemented to identify a XPOT risk prediction model. In addition, RNA inference was performed to silence the expression of XPOT to further investigate the specific roles of XPOT in the progression of neuroblastoma in vitro. Overexpression of XPOT mRNA was associated with poor clinical characteristics, such as age at diagnosis more than 18 months, amplification of MYCN, and advanced International Neuroblastoma Staging System (INSS) stage, and XPOT expression was identified as an independent poor prognosis factor for neuroblastoma using Cox proportional hazards model (P < .001). DCA suggested that neuroblastoma patients could benefit from XPOT risk prediction model-guided interventions (status of MYCN + INSS stage + XPOT). Experimentally, knockdown of XPOT by small interfering RNA inhibited the proliferation and migration in neuroblastoma cells. XPOT is identified as a novel prognostic predictor and potential therapeutic target for neuroblastoma patients. Further investigation should focus on the profound molecular mechanism underlying the tumor inhibition activity of XPOT inhibitors.
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Affiliation(s)
- Li-Jia Pan
- Xinhua Hospital Affiliated to Shanghai
Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Institute of Pediatric Research, Shanghai, China
| | - Jian-Lei Chen
- Children’s Hospital of Soochow
University, Suzhou, China
| | - Zhi-Xiang Wu
- Xinhua Hospital Affiliated to Shanghai
Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Institute of Pediatric Research, Shanghai, China
- Children’s Hospital of Soochow
University, Suzhou, China
| | - Ye-Ming Wu
- Xinhua Hospital Affiliated to Shanghai
Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Institute of Pediatric Research, Shanghai, China
- Children’s Hospital of Soochow
University, Suzhou, China
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Fernández-Blanco B, Berbegall AP, Martin-Vañó S, Castel V, Navarro S, Noguera R. Imbalance between genomic gain and loss identifies high-risk neuroblastoma patients with worse outcomes. Neoplasia 2020; 23:12-20. [PMID: 33190090 PMCID: PMC7674617 DOI: 10.1016/j.neo.2020.11.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 11/03/2020] [Accepted: 11/03/2020] [Indexed: 12/13/2022] Open
Abstract
Survival in high-risk neuroblastoma (HR-NB) patients remains poor despite multimodal treatment. We aimed to identify HR-NB patients with worse outcomes by analyzing the genomic instability derived from segmental chromosomal aberrations. We calculated 3 genomic instability indexes for primary tumor SNP array profiles from 127 HR-NB patients: (1) Copy number aberration burden (%gainslength+%losseslength), (2) copy number load (CNL) (%gainslength-%losseslength) and (3) net genomic load (NGL) (%gainsamount-%lossesamount). Tumors were classified according to positive or negative CNL and NGL genomic subtypes. The impact of the genomic instability indexes on overall survival (OS) was assessed with Cox regression. We identified 38% of HR-NB patients with poor 5-year OS. A negative CNL genomic background was related to poor prognosis in patients ≥18 months showing tumors with homogeneous MYCN amplification (9.5% survival probability, P < 0.05) and patients with non-MYCN amplified NB (18.8% survival probability related to >2.4% CNL, P < 0.01). A positive CNL genomic background was associated with worse outcome in patients with heterogeneous MYCN amplification (22.5% survival probability, P < 0.05). We conclude that characterizing a tumor genomic background according to predominance of genome gained or lost contributes toward improved outcome prediction and brings greater insight into the tumor biology of HR-NB patients.
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Affiliation(s)
| | - Ana Pilar Berbegall
- Pathology Department, Medical School, University of Valencia-INCLIVA, Valencia, Spain; CIBERONC, Madrid, Spain
| | - Susana Martin-Vañó
- Pathology Department, Medical School, University of Valencia-INCLIVA, Valencia, Spain; CIBERONC, Madrid, Spain
| | - Victoria Castel
- Clinical and Translational Oncology Research Group, Investigation Institute La Fe, Valencia, Spain
| | - Samuel Navarro
- Pathology Department, Medical School, University of Valencia-INCLIVA, Valencia, Spain; CIBERONC, Madrid, Spain
| | - Rosa Noguera
- Pathology Department, Medical School, University of Valencia-INCLIVA, Valencia, Spain; CIBERONC, Madrid, Spain.
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Pan L, Nie L, Yao S, Bi A, Ye Y, Wu Y, Tan Z, Wu Z. Bufalin exerts antitumor effects in neuroblastoma via the induction of reactive oxygen species‑mediated apoptosis by targeting the electron transport chain. Int J Mol Med 2020; 46:2137-2149. [PMID: 33125107 PMCID: PMC7595673 DOI: 10.3892/ijmm.2020.4745] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 09/04/2020] [Indexed: 12/14/2022] Open
Abstract
The prognosis of high-risk neuroblastoma remains poor. Clinical first-line drugs for treating neuroblastoma have been developed over the previous half-century; however, progress in the identification of new drugs with high efficiency is required. Bufalin, one of the major components of extracts obtained from the venom of the Chinese toad Bufo gargarizans, which is used to treat heart failure in Asian Pacific countries, has been reported to be a potential drug against multiple types of tumor; however, the detailed mechanisms underlying its antitumor activities remain unclear, largely due to lack of knowledge regarding its targets. In the present study, bufalin was revealed to exhibit potent antitumor effects against neuroblastoma, both in vitro and in vivo, using cell proliferation, colony formation, Transwell migration and flow cytometry assays, as well as a nude mouse subcutaneous xenograft model. Moreover, a chemically modified bufalin probe was designed to identify the potential targets of bufalin in neuroblastoma via chemical proteomics. With this strategy, it was revealed that the electron transport chain (ETC) on the inner membrane of mitochondria may contain potential targets for bufalin, and that bufalin-induced mitochondrial-dependent apoptosis may be caused by disruption of the ETC. Collectively, the present study suggests that bufalin may a promising drug for chemotherapy against neuroblastoma, and provides a foundation for further studies into the antitumor mechanisms of bufalin.
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Affiliation(s)
- Lijia Pan
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai 200092, P.R. China
| | - Litong Nie
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sheng Yao
- State Key Laboratory of Drug Research and Natural Products Chemistry Department, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, P.R. China
| | - Aiwei Bi
- State Key Laboratory of Drug Research and Division of Antitumor Pharmacology, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, P.R. China
| | - Yang Ye
- State Key Laboratory of Drug Research and Natural Products Chemistry Department, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, P.R. China
| | - Yeming Wu
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai 200092, P.R. China
| | - Zhen Tan
- State Key Laboratory of Drug Research and Division of Antitumor Pharmacology, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, P.R. China
| | - Zhixiang Wu
- Department of Pediatric Surgery, Xinhua Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai 200092, P.R. China
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Liang WH, Federico SM, London WB, Naranjo A, Irwin MS, Volchenboum SL, Cohn SL. Tailoring Therapy for Children With Neuroblastoma on the Basis of Risk Group Classification: Past, Present, and Future. JCO Clin Cancer Inform 2020; 4:895-905. [PMID: 33058692 PMCID: PMC7608590 DOI: 10.1200/cci.20.00074] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/01/2020] [Indexed: 12/12/2022] Open
Abstract
For children with neuroblastoma, the likelihood of cure varies widely according to age at diagnosis, disease stage, and tumor biology. Treatments are tailored for children with this clinically heterogeneous malignancy on the basis of a combination of markers that are predictive of risk of relapse and death. Sequential risk-based, cooperative-group clinical trials conducted during the past 4 decades have led to improved outcome for children with neuroblastoma. Increasingly accurate risk classification and refinements in treatment stratification strategies have been achieved with the more recent discovery of robust genomic and molecular biomarkers. In this review, we discuss the history of neuroblastoma risk classification in North America and Europe and highlight efforts by the International Neuroblastoma Risk Group (INRG) Task Force to develop a consensus approach for pretreatment stratification using seven risk criteria including an image-based staging system-the INRG Staging System. We also update readers on the current Children's Oncology Group risk classifier and outline plans for the development of a revised 2021 Children's Oncology Group classifier that will incorporate INRG Staging System criteria to facilitate harmonization of risk-based frontline treatment strategies conducted around the globe. In addition, we discuss new approaches to establish increasingly robust, future risk classification algorithms that will further refine treatment stratification using machine learning tools and expanded data from electronic health records and the INRG Data Commons.
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Affiliation(s)
- Wayne H. Liang
- Department of Pediatrics and Informatics Institute, University of Alabama at Birmingham, Birmingham, AL
| | - Sara M. Federico
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, TN
| | - Wendy B. London
- Dana-Farber/Boston Children’s Cancer and Blood Disorders Center, Harvard Medical School, Boston, MA
| | - Arlene Naranjo
- Department of Biostatistics, Children’s Oncology Group Statistics and Data Center, University of Florida, Gainesville, FL
| | - Meredith S. Irwin
- Department of Pediatrics, The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Samuel L. Volchenboum
- Department of Pediatrics and Comer Children’s Hospital, University of Chicago, Chicago, IL
| | - Susan L. Cohn
- Department of Pediatrics and Comer Children’s Hospital, University of Chicago, Chicago, IL
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Seo ES, Lee EJ, Lee B, Shin M, Cho YS, Hyun JK, Cho HW, Ju HY, Yoo KH, Koo HH, Lee JW, Sung KW. Metastatic Burden Defines Clinically and Biologically Distinct Subgroups of Stage 4 High-Risk Neuroblastoma. J Clin Med 2020; 9:jcm9092730. [PMID: 32847064 PMCID: PMC7565784 DOI: 10.3390/jcm9092730] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 08/20/2020] [Indexed: 12/17/2022] Open
Abstract
This study aimed to identify the prognostic subgroups of stage 4 high-risk neuroblastoma based on metastatic burden and explore their distinct clinical and genomic features. Patients aged ≥18 months with stage 4 and metaiodobenzylguanidine-avid neuroblastoma were enrolled. One hundred and thirty eligible patients were treated under the tandem high-dose chemotherapy scheme. Prognostic significance of metastatic burden measured by the modified Curie score was analyzed using a competing risk approach, and the optimal cut-point was determined. Metastasis-specific subgroups (cut-point: 26) were compared using clinicopathological variables, and differential gene expression analysis and gene set variation analysis (GSVA) were performed using RNA sequencing (RNA-seq). Metastatic burden at diagnosis showed a progressive association with relapse/progression. After applying the cut-point, patients with high metastatic burden showed >3-fold higher risk of relapse/progression than those with low metastatic burden. Moreover, patients with high metastatic burden showed smaller primary tumors and higher biochemical marker levels than those with low metastatic burden. In the genomic analysis, 51 genes were found to be differentially expressed based on the set criteria. GSVA revealed 55 gene sets, which significantly distinguished patients with high metastatic burden from those with low metastatic burden at a false discovery rate <0.25. The results indicated the prognostic significance of metastatic burden in stage 4 high-risk neuroblastoma, and we identified the distinct clinicopathological and genomic features based on metastatic burden. This study may aid in the better understanding and risk-stratification of stage 4 high-risk neuroblastoma patients.
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Affiliation(s)
- Eun Seop Seo
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
| | - Eun-jin Lee
- Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Korea; (E.-j.L.); (B.L.)
| | - Boram Lee
- Samsung Genome Institute, Samsung Medical Center, Seoul 06351, Korea; (E.-j.L.); (B.L.)
| | - Muheon Shin
- Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (M.S.); (Y.-S.C.)
| | - Young-Seok Cho
- Department of Nuclear Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (M.S.); (Y.-S.C.)
| | - Ju Kyung Hyun
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
| | - Hee Won Cho
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
| | - Hee Young Ju
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
| | - Keon Hee Yoo
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
| | - Hong Hoe Koo
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
| | - Ji Won Lee
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
- Correspondence: (J.W.L.); (K.W.S.); Tel.: +82-2-3410-0659 (J.W.L.); +82-2-3410-3529 (K.W.S.); Fax: +82-2-3410-0049 (K.W.S.)
| | - Ki Woong Sung
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea; (E.S.S.); (J.K.H.); (H.W.C.); (H.Y.J.); (K.H.Y.); (H.H.K.)
- Correspondence: (J.W.L.); (K.W.S.); Tel.: +82-2-3410-0659 (J.W.L.); +82-2-3410-3529 (K.W.S.); Fax: +82-2-3410-0049 (K.W.S.)
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Bian J, Zhuo Z, Zhu J, Yang Z, Jiao Z, Li Y, Cheng J, Zhou H, Li S, Li L, He J, Liu Y. Association between METTL3 gene polymorphisms and neuroblastoma susceptibility: A nine-centre case-control study. J Cell Mol Med 2020; 24:9280-9286. [PMID: 32615646 PMCID: PMC7417682 DOI: 10.1111/jcmm.15576] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2020] [Revised: 06/04/2020] [Accepted: 06/10/2020] [Indexed: 02/05/2023] Open
Abstract
Neuroblastoma ranks as the most commonly seen and deadly solid tumour in infancy. The aberrant activity of m6 A-RNA methyltransferase METTL3 is involved in human cancers. Therefore, functional genetic variants in the METTL3 gene may contribute to neuroblastoma risk. In the current nine-centre case-control study, we aimed to analyse the association between the METTL3 gene single nucleotide polymorphisms (SNPs) and neuroblastoma susceptibility. We genotyped four METTL3 gene SNPs (rs1061026 T>G, rs1061027 C>A, rs1139130 A>G, and rs1263801 G>C) in 968 neuroblastoma patients and 1814 controls in China. We found significant associations between these SNPs and neuroblastoma risk in neither single-locus nor combined analyses. Interestingly, in the stratified analysis, we observed a significant risk association with rs1061027 AA in subgroups of children ≤ 18 months of age (adjusted OR = 1.87, 95% CI = 1.03-3.41, P = .040) and females (adjusted OR = 1.86, 95% CI = 1.07-3.24, P = .028). Overall, we identified a significant association between METTL3 gene rs1061027 C>A polymorphism and neuroblastoma risk in children ≤18 months of age and females. Our findings provide novel insights into the genetic determinants of neuroblastoma.
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Affiliation(s)
- Jun Bian
- Department of General SurgeryXi'an Children’s HospitalXi'an Jiaotong University Affiliated Children's HospitalXi'anChina
| | - Zhenjian Zhuo
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children’s Medical CenterGuangzhou Medical UniversityGuangzhouChina
| | - Jinhong Zhu
- Department of Clinical LaboratoryBiobank, Harbin Medical University Cancer HospitalHarbinChina
| | - Zhonghua Yang
- Department of Pediatric SurgeryShengjing Hospital of China Medical UniversityShenyangChina
| | - Zhang Jiao
- Department of Pediatric SurgeryThe First Affiliated Hospital of Zhengzhou UniversityZhengzhouChina
| | - Yong Li
- Department of Pediatric SurgeryHunan Children’s HospitalChangshaChina
| | - Jiwen Cheng
- Department of Pediatric SurgeryThe Second Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
| | - Haixia Zhou
- Department of HematologyThe Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical UniversityWenzhouChina
| | - Suhong Li
- Department of PathologyChildren Hospital and Women Health Center of ShanxiTaiyuanChina
| | - Li Li
- Kunming Key Laboratory of Children Infection and Immunity, Yunnan Key Laboratory of Children’s Major Disease ResearchYunnan Institute of Pediatrics ResearchYunnan Medical Center for Pediatric DiseasesKunming Children’s HospitalKunmingChina
| | - Jing He
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children’s Medical CenterGuangzhou Medical UniversityGuangzhouChina
| | - Yanfei Liu
- Department of General SurgeryXi'an Children’s HospitalXi'an Jiaotong University Affiliated Children's HospitalXi'anChina
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Moroz V, Machin D, Hero B, Ladenstein R, Berthold F, Kao P, Obeng Y, Pearson ADJ, Cohn SL, London WB. The prognostic strength of serum LDH and serum ferritin in children with neuroblastoma: A report from the International Neuroblastoma Risk Group (INRG) project. Pediatr Blood Cancer 2020; 67:e28359. [PMID: 32472746 DOI: 10.1002/pbc.28359] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Revised: 03/12/2020] [Accepted: 04/02/2020] [Indexed: 12/29/2022]
Abstract
PURPOSE Age, MYCN status, stage, and histology have been used as neuroblastoma (NB) risk factors for decades. Serum lactate dehydrogenase (LDH) and serum ferritin are reproducible, easily obtained, and prognostic, though never used in risk stratification, except one German trial. We analyzed the prognostic strength of LDH and ferritin, overall, within high-risk NB, and by era, using the International Neuroblastoma Risk Group Data Commons. PATIENTS AND METHODS Children with NB (1990-2016) were categorized into LDH (n = 8867) and ferritin (n = 8575) risk groups using EFS. Cox models compared the prognostic strength of LDH and ferritin to age, MYCN status, and INSS stage. RESULTS Higher LDH conferred worse EFS, overall (5-year EFS) (100-899 IU/L: 76 ± 0.6%; 0-99 or 900-1399 IU/L: 60 ± 1.2%; ≥1400 IU/L: 36 ± 1.2%; P < .0001), and in high-risk NB post-2009 (3-year EFS) (117-381 IU/L: 67 ± 8.9%; 382-1334 IU/L: 58 ± 4.4%; 0-116 or ≥1335 IU/L: 46 ± 3.9%; P = .003). Higher ferritin conferred worse EFS, overall (5-year EFS) (1-29 ng/mL: 87 ± 0.9%; 0 or 30-89 ng/mL: 74 ± 0.8%; ≥90 ng/mL: 48 ± 0.9%; P < .0001), and in high-risk NB post-2009 (3-year EFS) (1-53 ng/mL: 71 ± 9.3%; 0 or 54-354 ng/mL: 55 ± 4.7%; ≥355 ng/mL: 34 ± 6.1%; P = .0008). In multivariable analyses adjusting for age, MYCN, and stage, LDH and ferritin maintained independent prognostic ability (P < .0001; adjusted HRs (95% CI): 1.7 (1.5-1.9), 2.3 (2.0-2.7), respectively). CONCLUSIONS LDH and ferritin are strongly prognostic in NB, overall and within high-risk NB patients treated post-2009 with modern therapy. LDH and ferritin show promise for (a) identifying ultra-high-risk; (b) refining risk stratification; and (c) clinical utility in low-/middle-income countries. Routine collection of LDH and ferritin should be reinitiated for evolving NB risk stratification.
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Affiliation(s)
- Veronica Moroz
- Cancer Research UK Trials Unit, University of Birmingham, Birmingham, UK
| | - David Machin
- Leicester Cancer Research Centre, University of Leicester, Leicester, UK
| | - Barbara Hero
- Department of Pediatric Oncology and Hematology, Children's Hospital, University of Cologne, Cologne, Germany
| | | | - Frank Berthold
- Department of Pediatric Oncology and Hematology, Children's Hospital, University of Cologne, Cologne, Germany
| | - Paige Kao
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts
| | - Yaa Obeng
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts
| | - Andrew D J Pearson
- Section of Paediatrics, Institute of Cancer Research and Royal Marsden Hospital, Surrey, UK
| | - Susan L Cohn
- Department of Pediatrics, The University of Chicago, Chicago, Illinois
| | - Wendy B London
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, Massachusetts
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Liang SW, Chen G, Luo YG, Chen P, Gu JH, Xu QQ, Dang YW, Qin LT, Lu HP, Huang WT, Huang ZG, Gao L, Chen JB. Nomogram for predicting overall survival in children with neuroblastoma based on SEER database. Ann Surg Treat Res 2020; 99:118-126. [PMID: 32802817 PMCID: PMC7406400 DOI: 10.4174/astr.2020.99.2.118] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2019] [Revised: 05/25/2020] [Accepted: 06/05/2020] [Indexed: 12/19/2022] Open
Abstract
Purpose This study was performed to establish and validate a nomogram for predicting the overall survival in children with neuroblastoma. Methods The latest clinical data of neuroblastoma in Surveillance, Epidemiology, and End Results (SEER) database was extracted from 2000 to 2016. The cases included were randomly divided into training and validation cohorts. The survival curves were drawn with a Kaplan-Meier estimator to investigate the influences of certain single factors on overall survival. Also, least absolute shrinkage and selection operator regression was applied to further select the prognostic variables for neuroblastoma. Additionally, receiver operating characteristic (ROC) curves and calibration curves were used to evaluate the accuracy of the nomogram. Results In total, 1,262 patients were collected and 8 independent prognostic factors were achieved, including patients' age, sex, race, tumor grade, radiotherapy, chemotherapy, tumor site, and tumor size. Then we constructed a nomogram by using the data of the training cohort with 886 cases. Subsequently, the nomogram was validated internally and externally with 886 and 376 cases, respectively. The internal validation revealed that the area under the curves (AUC) of ROC curves of 1-, 3-, and 5-year overall survival were 0.69, 0.78, and 0.81, respectively. Accordingly, the external validation also showed that the AUC of 1-, 3-, and 5-year overall survival were all ≥0.69. Both methods of validation demonstrated that the predictive calibration curves were consistent with standard curves. Conclusion The nomogram possess the potential to be a new tool in predicting the survival rate of neuroblastoma patients.
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Affiliation(s)
- Song-Wu Liang
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Gang Chen
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Yi-Ge Luo
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Peng Chen
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jin-Han Gu
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Qiong-Qian Xu
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Yi-Wu Dang
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Li-Ting Qin
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Hui-Ping Lu
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Wen-Ting Huang
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Zhi-Guang Huang
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Li Gao
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jia-Bo Chen
- Department of Pediatric Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
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41
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Pfeil J, Sanders LM, Anastopoulos I, Lyle AG, Weinstein AS, Xue Y, Blair A, Beale HC, Lee A, Leung SG, Dinh PT, Shah AT, Breese MR, Devine WP, Bjork I, Salama SR, Sweet-Cordero EA, Haussler D, Vaske OM. Hydra: A mixture modeling framework for subtyping pediatric cancer cohorts using multimodal gene expression signatures. PLoS Comput Biol 2020; 16:e1007753. [PMID: 32275708 PMCID: PMC7176284 DOI: 10.1371/journal.pcbi.1007753] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2019] [Revised: 04/22/2020] [Accepted: 02/28/2020] [Indexed: 01/21/2023] Open
Abstract
Precision oncology has primarily relied on coding mutations as biomarkers of response to therapies. While transcriptome analysis can provide valuable information, incorporation into workflows has been difficult. For example, the relative rather than absolute gene expression level needs to be considered, requiring differential expression analysis across samples. However, expression programs related to the cell-of-origin and tumor microenvironment effects confound the search for cancer-specific expression changes. To address these challenges, we developed an unsupervised clustering approach for discovering differential pathway expression within cancer cohorts using gene expression measurements. The hydra approach uses a Dirichlet process mixture model to automatically detect multimodally distributed genes and expression signatures without the need for matched normal tissue. We demonstrate that the hydra approach is more sensitive than widely-used gene set enrichment approaches for detecting multimodal expression signatures. Application of the hydra analysis framework to small blue round cell tumors (including rhabdomyosarcoma, synovial sarcoma, neuroblastoma, Ewing sarcoma, and osteosarcoma) identified expression signatures associated with changes in the tumor microenvironment. The hydra approach also identified an association between ATRX deletions and elevated immune marker expression in high-risk neuroblastoma. Notably, hydra analysis of all small blue round cell tumors revealed similar subtypes, characterized by changes to infiltrating immune and stromal expression signatures.
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Affiliation(s)
- Jacob Pfeil
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Lauren M. Sanders
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Ioannis Anastopoulos
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - A. Geoffrey Lyle
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Alana S. Weinstein
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Yuanqing Xue
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Andrew Blair
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Holly C. Beale
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Alex Lee
- Department of Pediatrics, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, California, United States of America
| | - Stanley G. Leung
- Department of Pediatrics, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, California, United States of America
| | - Phuong T. Dinh
- Department of Pediatrics, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, California, United States of America
| | - Avanthi Tayi Shah
- Department of Pediatrics, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, California, United States of America
| | - Marcus R. Breese
- Department of Pediatrics, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, California, United States of America
| | - W. Patrick Devine
- Department of Anatomic Pathology, University of California, San Francisco, California, San Francisco, United States of America
| | - Isabel Bjork
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Sofie R. Salama
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Howard Hughes Medical Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - E. Alejandro Sweet-Cordero
- Department of Pediatrics, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, California, United States of America
| | - David Haussler
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Howard Hughes Medical Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
| | - Olena Morozova Vaske
- Genomics Institute, University of California, Santa Cruz, Santa Cruz, California, United States of America
- Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, Santa Cruz, California, United States of America
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Ognibene M, Morini M, Garaventa A, Podestà M, Pezzolo A. Identification of a minimal region of loss on chromosome 6q27 associated with poor survival of high-risk neuroblastoma patients. Cancer Biol Ther 2020; 21:391-399. [PMID: 31959052 DOI: 10.1080/15384047.2019.1704122] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Patients with high-risk neuroblastoma (HR-NB) often initially respond to therapy, but afterward they become resistant and disease recurred. Unfortunately, it does not exist one or more specific chromosome defects associated with relapse or refractory NB. Recently, genomic evidence from primary tumors indicated that the distal region of chromosome 6q is loss in HR-NB patients with fatal outcome. We identified a minimal common region of loss of chromosome 6q27 spanning an area of 2.09 Mb by high-resolution DNA copy number data of a small cohort of HR-NB samples carrying 6q loss. This region of loss harbored five genes T, SFT2D1, RPS6KA2, FGFR1OP, and UNC93A. We found that low SFT2D1, RPS6KA2, and FGFR1OP gene expression predicted poor outcome in HR-NB patients using public R2 Platform. Further functional studies will be essential to confirm the presumed tumor suppressor gene(s) located within 6q27 region. These results suggest that SFT2D1, RPS6KA2, and FGFR1OP genes may be responsible for poor prognosis of HR-NB tumors with 6q27 loss, and their haploinsufficiency may be crucial in accelerating tumor progression.
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Affiliation(s)
- Marzia Ognibene
- Laboratorio Cellule Staminali Post Natali e Terapie Cellulari, IRCCS Istituto Gaslini, Genova, Italy
| | - Martina Morini
- Laboratorio di Biologia Molecolare, IRCCS Istituto Gaslini, Genova, Italy
| | - Alberto Garaventa
- Dipartimento di Emato-oncologia, IRCCS Istituto Gaslini, Genova, Italy
| | - Marina Podestà
- Laboratorio Cellule Staminali Post Natali e Terapie Cellulari, IRCCS Istituto Gaslini, Genova, Italy
| | - Annalisa Pezzolo
- Laboratorio Cellule Staminali Post Natali e Terapie Cellulari, IRCCS Istituto Gaslini, Genova, Italy
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Abstract
Although intensive multimodal treatment has improved outcomes for patients with high-risk neuroblastoma, the specific role of primary tumor resection remains controversial. Many studies have been designed to determine whether the extent of surgical resection impacts survival; however, these reports have demonstrated conflicting results. There is also ongoing debate regarding the timing of primary tumor resection, with subtle differences in the approach between the large pediatric oncology cooperative consortia. Most of the published literature to date has been approached from a surgical viewpoint. Although most evidence supports surgery as part of the local control approach for high-risk neuroblastoma, recommendations for timing and extent of surgical resection are not consistent. This review summarizes our current understanding from the perspectives of both the pediatric oncologist and pediatric surgeons and discusses how the objectives of neuroblastoma primary surgical resection are different from that of other malignancies. Furthermore, this commentary will address how retrospective surgical outcome data may be interpreted in the setting of modern era high-risk neuroblastoma treatment.
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Hua R, Zhuo Z, Ge L, Zhu J, Yuan L, Chen C, Liu J, Cheng J, Zhou H, Zhang J, Xia H, Zhang X, He J. LIN28A gene polymorphisms modify neuroblastoma susceptibility: A four-centre case-control study. J Cell Mol Med 2020; 24:1059-1066. [PMID: 31747721 PMCID: PMC6933387 DOI: 10.1111/jcmm.14827] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Revised: 10/15/2019] [Accepted: 10/28/2019] [Indexed: 02/05/2023] Open
Abstract
Neuroblastoma ranks the most common seen solid tumour in childhood. Overexpression of LIN28A gene has been linked to the development of multiple human malignancies, but the relationship between LIN28A single nucleotide polymorphisms (SNPs) and neuroblastoma susceptibility is still under debate. Herein, we evaluated the correlation of four potentially functional LIN28A SNPs (rs3811464 G>A, rs3811463 T>C, rs34787247 G>A, and rs11247957 G>A) and neuroblastoma susceptibility in 505 neuroblastoma patients and 1070 controls from four independent hospitals in China. The correlation strengths were determined by using odds ratios (ORs) and corresponding 95% confidence intervals (CIs). Among these SNPs, rs34787247 G>A exhibited a significant association with increased susceptibility in neuroblastoma (GA vs GG: adjusted OR = 1.30, 95% CI = 1.03-1.64; AA vs GG: adjusted OR = 2.51, 95% CI = 1.36-4.64, AA/GA vs GG: adjusted OR = 1.42, 95% CI = 1.12-1.80, AA vs GG/GA: adjusted OR = 2.39, 95% CI = 1.29-4.42). Furthermore, the combined analysis of risk genotypes revealed that subjects carrying three risk genotypes (adjusted OR = 1.64, 95% CI = 1.02-2.63) are more inclined to develop neuroblastoma than those without risk genotype, and so do carriers of 1-4 risk genotypes (adjusted OR = 1.26, 95% CI = 1.01-1.56). Stratification analysis further revealed risk effect of rs3811464 G>A, rs34787247 G>A and 1-4 risk genotypes in some subgroups. Haplotype analysis of these four SNPs yields two haplotypes significantly correlated with increased neuroblastoma susceptibility. Overall, our finding indicated that LIN28A SNPs, especially rs34787247 G>A, may increase neuroblastoma risk.
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Affiliation(s)
- Rui‐Xi Hua
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouChina
- Department of OncologyThe First Affiliated Hospital of Sun Yat‐sen UniversityGuangzhouChina
| | - Zhenjian Zhuo
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouChina
| | - Lili Ge
- Henan Provincial Key Laboratory of Children's Genetics and Metabolic DiseasesChildren's Hospital Affiliated to Zhengzhou UniversityHenan Children's HospitalZhengzhou Children's HospitalZhengzhouChina
| | - Jinhong Zhu
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouChina
- Department of Clinical LaboratoryBiobankHarbin Medical University Cancer HospitalHarbinChina
| | - Li Yuan
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouChina
| | - Chongfen Chen
- Henan Provincial Key Laboratory of Children's Genetics and Metabolic DiseasesChildren's Hospital Affiliated to Zhengzhou UniversityHenan Children's HospitalZhengzhou Children's HospitalZhengzhouChina
| | - Jing Liu
- Henan Provincial Key Laboratory of Children's Genetics and Metabolic DiseasesChildren's Hospital Affiliated to Zhengzhou UniversityHenan Children's HospitalZhengzhou Children's HospitalZhengzhouChina
| | - Jiwen Cheng
- Department of Pediatric SurgeryThe Second Affiliated Hospital of Xi'an Jiaotong UniversityXi'anChina
| | - Haixia Zhou
- Department of HematologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityWenzhouChina
| | - Jiao Zhang
- Department of Pediatric SurgeryThe First Affiliated Hospital of Zhengzhou UniversityZhengzhouChina
| | - Huimin Xia
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouChina
| | - Xianwei Zhang
- Department of Pediatric Oncologic SurgeryChildren's Hospital Affiliated to Zhengzhou UniversityHenan Children's HospitalZhengzhou Children's HospitalZhengzhouChina
| | - Jing He
- Department of Pediatric SurgeryGuangzhou Institute of PediatricsGuangdong Provincial Key Laboratory of Research in Structural Birth Defect DiseaseGuangzhou Women and Children's Medical CenterGuangzhou Medical UniversityGuangzhouChina
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Pastor ER, Mousa SA. Current management of neuroblastoma and future direction. Crit Rev Oncol Hematol 2019; 138:38-43. [PMID: 31092383 DOI: 10.1016/j.critrevonc.2019.03.013] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2018] [Revised: 03/11/2019] [Accepted: 03/20/2019] [Indexed: 01/08/2023] Open
Abstract
Neuroblastoma is the most common solid extracranial tumor in pediatrics and can regress spontaneously or grow and metastasize with resistance to multiple therapeutic approaches. The prognosis and approach to treatment depends on the tumor presentation and whether it expresses certain drivers such as MYCN, ALK, and TrkB. Expression or mutation of these genes and kinases correlates with high-risk and poor prognosis. Multiple therapeutic approaches are being used to target MYCN, ALK, and TrkB, as well as GD2, a surface antigen present on the surface of neuroblastoma tumor cells. This review discusses the nature of these targets and several current therapies for neuroblastoma. A focus is placed on recent therapeutic developments including targeted delivery of chemotherapy, novel radiation therapy, and immunotherapy.
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Affiliation(s)
- Elizabeth R Pastor
- The Pharmaceutical Research Institute, Albany College of Pharmacy and Health Sciences, Rensselaer, NY, USA
| | - Shaker A Mousa
- The Pharmaceutical Research Institute, Albany College of Pharmacy and Health Sciences, Rensselaer, NY, USA.
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