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Published in: Cancer Cell International 1/2019

Open Access 01-12-2019 | Acute Lymphoblastic Leukemia | Primary research

An age-based, RNA expression paradigm for survival biomarker identification for pediatric neuroblastoma and acute lymphoblastic leukemia

Authors: Andrea Diviney, Boris I. Chobrutskiy, Saif Zaman, George Blanck

Published in: Cancer Cell International | Issue 1/2019

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Abstract

Background

Pediatric cancer survival rates overall have been improving, but neuroblastoma (NBL) and acute lymphoblastic leukemia (ALL), two of the more prevalent pediatric cancers, remain particularly challenging. One issue not yet fully addressed is distinctions attributable to age of diagnosis.

Methods

In this report, we verified a survival difference based on diagnostic age for both pediatric NBL and pediatric ALL datasets, with younger patients surviving longer for both diseases. We identified several gene expression markers that correlated with age, along a continuum, and then used a series of age-independent survival metrics to filter these initial correlations.

Results

For pediatric NBL, we identified 2 genes that are expressed at a higher level in lower surviving patients with an older diagnostic age; and 4 genes that are expressed at a higher level in longer surviving patients with a younger diagnostic age. For pediatric ALL, we identified 3 genes expressed at a higher level in lower surviving patients with an older diagnostic age; and 17 genes expressed at a higher level in longer surviving patients with a younger diagnostic age.

Conclusions

This process implicated pan-chromosome effects for chromosomes 11 and 17 in NBL; and for the X chromosome in ALL.
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Literature
1.
go back to reference Moroz V, Machin D, Faldum A, Hero B, Iehara T, Mosseri V, Ladenstein R, De Bernardi B, Rubie H, Berthold F, et al. Changes over three decades in outcome and the prognostic influence of age-at-diagnosis in young patients with neuroblastoma: a report from the International Neuroblastoma Risk Group Project. Eur J Cancer. 2011;47(4):561–71.CrossRef Moroz V, Machin D, Faldum A, Hero B, Iehara T, Mosseri V, Ladenstein R, De Bernardi B, Rubie H, Berthold F, et al. Changes over three decades in outcome and the prognostic influence of age-at-diagnosis in young patients with neuroblastoma: a report from the International Neuroblastoma Risk Group Project. Eur J Cancer. 2011;47(4):561–71.CrossRef
2.
go back to reference Schmidt ML, Lal A, Seeger RC, Maris JM, Shimada H, O’Leary M, Gerbing RB, Matthay KK. Favorable prognosis for patients 12 to 18 months of age with stage 4 non amplified MYCN neuroblastoma: a Children’s Cancer Group Study. J Clin Oncol. 2005;23(27):6474–80.CrossRef Schmidt ML, Lal A, Seeger RC, Maris JM, Shimada H, O’Leary M, Gerbing RB, Matthay KK. Favorable prognosis for patients 12 to 18 months of age with stage 4 non amplified MYCN neuroblastoma: a Children’s Cancer Group Study. J Clin Oncol. 2005;23(27):6474–80.CrossRef
3.
go back to reference George RE, London WB, Cohn SL, Maris JM, Kretschmar C, Diller L, Brodeur GM, Castleberry RP, Look AT. Hyperdiploidy plus non amplified MYCN confers a favorable prognosis in children 12 to 18 months old with disseminated neuroblastoma: a Pediatric Oncology Group study. J Clin Oncol. 2005;23(27):6466–73.CrossRef George RE, London WB, Cohn SL, Maris JM, Kretschmar C, Diller L, Brodeur GM, Castleberry RP, Look AT. Hyperdiploidy plus non amplified MYCN confers a favorable prognosis in children 12 to 18 months old with disseminated neuroblastoma: a Pediatric Oncology Group study. J Clin Oncol. 2005;23(27):6466–73.CrossRef
4.
go back to reference Cheung NK, Zhang J, Lu C, Parker M, Bahrami A, Tickoo SK, Heguy A, Pappo AS, Federico S, Dalton J, et al. Association of age at diagnosis and genetic mutations in patients with neuroblastoma. JAMA. 2012;307(10):1062–71.CrossRef Cheung NK, Zhang J, Lu C, Parker M, Bahrami A, Tickoo SK, Heguy A, Pappo AS, Federico S, Dalton J, et al. Association of age at diagnosis and genetic mutations in patients with neuroblastoma. JAMA. 2012;307(10):1062–71.CrossRef
5.
go back to reference Hossain MJ, Xie L, McCahan SM. Characterization of pediatric acute lymphoblastic leukemia survival patterns by age at diagnosis. J Cancer Epidemiol. 2014;2014:865979.CrossRef Hossain MJ, Xie L, McCahan SM. Characterization of pediatric acute lymphoblastic leukemia survival patterns by age at diagnosis. J Cancer Epidemiol. 2014;2014:865979.CrossRef
7.
go back to reference Fradin C. On the importance of protein diffusion in biological systems: the example of the Bicoid morphogen gradient. Biochimica et Biophysica Acta. 2017;1865(11):1676–86.CrossRef Fradin C. On the importance of protein diffusion in biological systems: the example of the Bicoid morphogen gradient. Biochimica et Biophysica Acta. 2017;1865(11):1676–86.CrossRef
8.
go back to reference Fisler DA, Sikaria D, Yavorski JM, Tu YN, Blanck G. Elucidating feed-forward apoptosis signatures in breast cancer datasets: higher FOS expression associated with a better outcome. Oncol Lett. 2018;16(2):2757–63.PubMedPubMedCentral Fisler DA, Sikaria D, Yavorski JM, Tu YN, Blanck G. Elucidating feed-forward apoptosis signatures in breast cancer datasets: higher FOS expression associated with a better outcome. Oncol Lett. 2018;16(2):2757–63.PubMedPubMedCentral
9.
go back to reference Sikaria D, Tu YN, Fisler DA, Mauro JA, Blanck G. Identification of specific feed-forward apoptosis mechanisms and associated higher survival rates for low grade glioma and lung squamous cell carcinoma. J Cancer Res Clin Oncol. 2018;144:459–68.CrossRef Sikaria D, Tu YN, Fisler DA, Mauro JA, Blanck G. Identification of specific feed-forward apoptosis mechanisms and associated higher survival rates for low grade glioma and lung squamous cell carcinoma. J Cancer Res Clin Oncol. 2018;144:459–68.CrossRef
10.
go back to reference Ford SA, Blanck G. Signal persistence and amplification in cancer development and possible, related opportunities for novel therapies. Biochem Biophys Acta. 2014;1855(1):18–23.PubMed Ford SA, Blanck G. Signal persistence and amplification in cancer development and possible, related opportunities for novel therapies. Biochem Biophys Acta. 2014;1855(1):18–23.PubMed
11.
go back to reference Gao J, Aksoy BA, Dogrusoz U, Dresdner G, Gross B, Sumer SO, Sun Y, Jacobsen A, Sinha R, Larsson E, et al. Integrative analysis of complex cancer genomics and clinical profiles using the cBioPortal. Sci Signal. 2013;6(269):pl1.CrossRef Gao J, Aksoy BA, Dogrusoz U, Dresdner G, Gross B, Sumer SO, Sun Y, Jacobsen A, Sinha R, Larsson E, et al. Integrative analysis of complex cancer genomics and clinical profiles using the cBioPortal. Sci Signal. 2013;6(269):pl1.CrossRef
12.
go back to reference Cerami E, Gao J, Dogrusoz U, Gross BE, Sumer SO, Aksoy BA, Jacobsen A, Byrne CJ, Heuer ML, Larsson E, et al. The cBio cancer genomics portal: an open platform for exploring multidimensional cancer genomics data. Cancer Discov. 2012;2(5):401–4.CrossRef Cerami E, Gao J, Dogrusoz U, Gross BE, Sumer SO, Aksoy BA, Jacobsen A, Byrne CJ, Heuer ML, Larsson E, et al. The cBio cancer genomics portal: an open platform for exploring multidimensional cancer genomics data. Cancer Discov. 2012;2(5):401–4.CrossRef
13.
go back to reference Valentijn LJ, Koster J, Versteeg R. Read-through transcript from NM23-H1 into the neighboring NM23-H2 gene encodes a novel protein, NM23-LV. Genomics. 2006;87(4):483–9.CrossRef Valentijn LJ, Koster J, Versteeg R. Read-through transcript from NM23-H1 into the neighboring NM23-H2 gene encodes a novel protein, NM23-LV. Genomics. 2006;87(4):483–9.CrossRef
14.
go back to reference Eason DD, Blanck G. High level class II trans-activator induction does not occur with transient activation of the IFN-gamma signaling pathway. J Immunol. 2001;166(2):1041–8.CrossRef Eason DD, Blanck G. High level class II trans-activator induction does not occur with transient activation of the IFN-gamma signaling pathway. J Immunol. 2001;166(2):1041–8.CrossRef
15.
go back to reference Tu YN, Tong WL, Fawcett TJ, Blanck G. Lung tumor exome files with T-cell receptor recombinations: a mouse model of T-cell infiltrates reflecting mutation burdens. Lab Invest. 2017;97(12):1516–20.CrossRef Tu YN, Tong WL, Fawcett TJ, Blanck G. Lung tumor exome files with T-cell receptor recombinations: a mouse model of T-cell infiltrates reflecting mutation burdens. Lab Invest. 2017;97(12):1516–20.CrossRef
16.
go back to reference Westdorp H, Fennemann FL, Weren RD, Bisseling TM, Ligtenberg MJ, Figdor CG, Schreibelt G, Hoogerbrugge N, Wimmers F, de Vries IJ. Opportunities for immunotherapy in microsatellite instable colorectal cancer. Cancer immunol Immunother: CII. 2016;65(10):1249–59.CrossRef Westdorp H, Fennemann FL, Weren RD, Bisseling TM, Ligtenberg MJ, Figdor CG, Schreibelt G, Hoogerbrugge N, Wimmers F, de Vries IJ. Opportunities for immunotherapy in microsatellite instable colorectal cancer. Cancer immunol Immunother: CII. 2016;65(10):1249–59.CrossRef
17.
go back to reference Maletzki C, Schmidt F, Dirks WG, Schmitt M, Linnebacher M. Frameshift-derived neoantigens constitute immunotherapeutic targets for patients with microsatellite-instable haematological malignancies: frameshift peptides for treating MSI + blood cancers. Eur J Cancer. 2013;49(11):2587–95.CrossRef Maletzki C, Schmidt F, Dirks WG, Schmitt M, Linnebacher M. Frameshift-derived neoantigens constitute immunotherapeutic targets for patients with microsatellite-instable haematological malignancies: frameshift peptides for treating MSI + blood cancers. Eur J Cancer. 2013;49(11):2587–95.CrossRef
18.
go back to reference Bouffet E, Larouche V, Campbell BB, Merico D, de Borja R, Aronson M, Durno C, Krueger J, Cabric V, Ramaswamy V, et al. Immune checkpoint inhibition for hypermutant glioblastoma multiforme resulting from germline biallelic mismatch repair deficiency. J Clin Oncol. 2016;34:2206–11.CrossRef Bouffet E, Larouche V, Campbell BB, Merico D, de Borja R, Aronson M, Durno C, Krueger J, Cabric V, Ramaswamy V, et al. Immune checkpoint inhibition for hypermutant glioblastoma multiforme resulting from germline biallelic mismatch repair deficiency. J Clin Oncol. 2016;34:2206–11.CrossRef
19.
go back to reference Abelson S, Collord G, Ng SWK, Weissbrod O, Mendelson Cohen N, Niemeyer E, Barda N, Zuzarte PC, Heisler L, Sundaravadanam Y, et al. Prediction of acute myeloid leukaemia risk in healthy individuals. Nature. 2018;559(7714):400–4.CrossRef Abelson S, Collord G, Ng SWK, Weissbrod O, Mendelson Cohen N, Niemeyer E, Barda N, Zuzarte PC, Heisler L, Sundaravadanam Y, et al. Prediction of acute myeloid leukaemia risk in healthy individuals. Nature. 2018;559(7714):400–4.CrossRef
20.
go back to reference Clemencon B, Babot M, Trezeguet V. The mitochondrial ADP/ATP carrier (SLC25 family): pathological implications of its dysfunction. Mol Aspects Med. 2013;34(2–3):485–93.CrossRef Clemencon B, Babot M, Trezeguet V. The mitochondrial ADP/ATP carrier (SLC25 family): pathological implications of its dysfunction. Mol Aspects Med. 2013;34(2–3):485–93.CrossRef
21.
go back to reference Lu CH, Yeh DW, Lai CY, Liu YL, Huang LR, Lee AY, Jin SC, Chuang TH. USP17 mediates macrophage-promoted inflammation and stemness in lung cancer cells by regulating TRAF2/TRAF3 complex formation. Oncogene. 2018;37:6327–40.CrossRef Lu CH, Yeh DW, Lai CY, Liu YL, Huang LR, Lee AY, Jin SC, Chuang TH. USP17 mediates macrophage-promoted inflammation and stemness in lung cancer cells by regulating TRAF2/TRAF3 complex formation. Oncogene. 2018;37:6327–40.CrossRef
22.
go back to reference Zhang S, Yuan J, Zheng R. Suppression of ubiquitin-specific peptidase 17 (USP17) inhibits tumorigenesis and invasion in non-small cell lung cancer cells. Oncol Res. 2016;24(4):263–9.CrossRef Zhang S, Yuan J, Zheng R. Suppression of ubiquitin-specific peptidase 17 (USP17) inhibits tumorigenesis and invasion in non-small cell lung cancer cells. Oncol Res. 2016;24(4):263–9.CrossRef
23.
go back to reference Borbely G, Haldosen LA, Dahlman-Wright K, Zhao C. Induction of USP17 by combining BET and HDAC inhibitors in breast cancer cells. Oncotarget. 2015;6(32):33623–35.CrossRef Borbely G, Haldosen LA, Dahlman-Wright K, Zhao C. Induction of USP17 by combining BET and HDAC inhibitors in breast cancer cells. Oncotarget. 2015;6(32):33623–35.CrossRef
24.
go back to reference Lee CF, Ling ZQ, Zhao T, Fang SH, Chang WC, Lee SC, Lee KR. Genomic-wide analysis of lymphatic metastasis-associated genes in human hepatocellular carcinoma. World J Gastroenterol. 2009;15(3):356–65.CrossRef Lee CF, Ling ZQ, Zhao T, Fang SH, Chang WC, Lee SC, Lee KR. Genomic-wide analysis of lymphatic metastasis-associated genes in human hepatocellular carcinoma. World J Gastroenterol. 2009;15(3):356–65.CrossRef
25.
go back to reference Dong H, Lin X, Li Y, Hu R, Xu Y, Guo X, La Q, Wang S, Fang C, Guo J, et al. Genetic deletion of Rnd3 in neural stem cells promotes proliferation via upregulation of Notch signaling. Oncotarget. 2017;8(53):91112–22.CrossRef Dong H, Lin X, Li Y, Hu R, Xu Y, Guo X, La Q, Wang S, Fang C, Guo J, et al. Genetic deletion of Rnd3 in neural stem cells promotes proliferation via upregulation of Notch signaling. Oncotarget. 2017;8(53):91112–22.CrossRef
26.
go back to reference Wang H, Wang Y, Liang B, He F, Li Y, Che J, Li X, Zhao H, Shi G. The Rho GTPase RhoE exerts tumor-suppressing effects in human esophageal squamous cell carcinoma via negatively regulating epidermal growth factor receptor. J Cancer Res Ther. 2016;12(Supplement):60–3.PubMed Wang H, Wang Y, Liang B, He F, Li Y, Che J, Li X, Zhao H, Shi G. The Rho GTPase RhoE exerts tumor-suppressing effects in human esophageal squamous cell carcinoma via negatively regulating epidermal growth factor receptor. J Cancer Res Ther. 2016;12(Supplement):60–3.PubMed
27.
go back to reference Liu B, Dong H, Lin X, Yang X, Yue X, Yang J, Li Y, Wu L, Zhu X, Zhang S, et al. RND3 promotes Snail 1 protein degradation and inhibits glioblastoma cell migration and invasion. Oncotarget. 2016;7(50):82411–23.PubMedPubMedCentral Liu B, Dong H, Lin X, Yang X, Yue X, Yang J, Li Y, Wu L, Zhu X, Zhang S, et al. RND3 promotes Snail 1 protein degradation and inhibits glioblastoma cell migration and invasion. Oncotarget. 2016;7(50):82411–23.PubMedPubMedCentral
28.
go back to reference Paysan L, Piquet L, Saltel F, Moreau V. Rnd3 in cancer: a review of the evidence for tumor promoter or suppressor. Mol Cancer Res: MCR. 2016;14(11):1033–44.CrossRef Paysan L, Piquet L, Saltel F, Moreau V. Rnd3 in cancer: a review of the evidence for tumor promoter or suppressor. Mol Cancer Res: MCR. 2016;14(11):1033–44.CrossRef
29.
go back to reference Esposito MR, Binatti A, Pantile M, Coppe A, Mazzocco K, Longo L, Capasso M, Lasorsa VA, Luksch R, Bortoluzzi S, et al. Somatic mutations in specific and connected sub-pathways are associated to short neuroblastoma patients’ survival and indicate proteins targetable at onset of disease. Int J Cancer J Int du Cancer. 2018;143:2525–36.CrossRef Esposito MR, Binatti A, Pantile M, Coppe A, Mazzocco K, Longo L, Capasso M, Lasorsa VA, Luksch R, Bortoluzzi S, et al. Somatic mutations in specific and connected sub-pathways are associated to short neuroblastoma patients’ survival and indicate proteins targetable at onset of disease. Int J Cancer J Int du Cancer. 2018;143:2525–36.CrossRef
30.
go back to reference Longqiu Y, Pengcheng L, Xuejie F, Peng Z. A miRNAs panel promotes the proliferation and invasion of colorectal cancer cells by targeting GABBR1. Cancer Med. 2016;5(8):2022–31.CrossRef Longqiu Y, Pengcheng L, Xuejie F, Peng Z. A miRNAs panel promotes the proliferation and invasion of colorectal cancer cells by targeting GABBR1. Cancer Med. 2016;5(8):2022–31.CrossRef
31.
go back to reference Liu M, Zhou K, Cao Y. MicroRNA-944 affects cell growth by targeting EPHA7 in non-small cell lung cancer. Int J Mol Sci. 2016;17(10):E1493.CrossRef Liu M, Zhou K, Cao Y. MicroRNA-944 affects cell growth by targeting EPHA7 in non-small cell lung cancer. Int J Mol Sci. 2016;17(10):E1493.CrossRef
32.
go back to reference Chen YL, Li DP, Jiang HY, Yang Y, Xu LL, Zhang SC, Gao H. Overexpression of HACE1 in gastric cancer inhibits tumor aggressiveness by impeding cell proliferation and migration. Cancer Med. 2018;7(6):2472–84.CrossRef Chen YL, Li DP, Jiang HY, Yang Y, Xu LL, Zhang SC, Gao H. Overexpression of HACE1 in gastric cancer inhibits tumor aggressiveness by impeding cell proliferation and migration. Cancer Med. 2018;7(6):2472–84.CrossRef
33.
go back to reference Goka ET, Lippman ME. Loss of the E3 ubiquitin ligase HACE1 results in enhanced Rac1 signaling contributing to breast cancer progression. Oncogene. 2015;34(42):5395–405.CrossRef Goka ET, Lippman ME. Loss of the E3 ubiquitin ligase HACE1 results in enhanced Rac1 signaling contributing to breast cancer progression. Oncogene. 2015;34(42):5395–405.CrossRef
34.
go back to reference Poplawski P, Piekielko-Witkowska A, Nauman A. The significance of TRIP11 and T3 signalling pathway in renal cancer progression and survival of patients. Endokrynol Pol. 2017;68(6):631–41.PubMed Poplawski P, Piekielko-Witkowska A, Nauman A. The significance of TRIP11 and T3 signalling pathway in renal cancer progression and survival of patients. Endokrynol Pol. 2017;68(6):631–41.PubMed
35.
go back to reference Sun H. Identification of key genes associated with gastric cancer based on DNA microarray data. Oncol Lett. 2016;11(1):525–30.CrossRef Sun H. Identification of key genes associated with gastric cancer based on DNA microarray data. Oncol Lett. 2016;11(1):525–30.CrossRef
36.
go back to reference Li H, Wu H, Zhang H, Li Y, Li S, Hou Q, Wu S, Yang SY. Identification of curcumin-inhibited extracellular matrix receptors in non-small cell lung cancer A549 cells by RNA sequencing. Tumour Biol. 2017;39(6):1010428317705334.PubMed Li H, Wu H, Zhang H, Li Y, Li S, Hou Q, Wu S, Yang SY. Identification of curcumin-inhibited extracellular matrix receptors in non-small cell lung cancer A549 cells by RNA sequencing. Tumour Biol. 2017;39(6):1010428317705334.PubMed
37.
go back to reference Boguslawska J, Rodzik K, Poplawski P, Kedzierska H, Rybicka B, Sokol E, Tanski Z, Piekielko-Witkowska A. TGF-beta1 targets a microRNA network that regulates cellular adhesion and migration in renal cancer. Cancer Lett. 2018;412:155–69.CrossRef Boguslawska J, Rodzik K, Poplawski P, Kedzierska H, Rybicka B, Sokol E, Tanski Z, Piekielko-Witkowska A. TGF-beta1 targets a microRNA network that regulates cellular adhesion and migration in renal cancer. Cancer Lett. 2018;412:155–69.CrossRef
38.
go back to reference Mauro JA, Yavorski JM, Blanck G. Stratifying melanoma and breast cancer TCGA datasets on the basis of the CNV of transcription factor binding sites common to proliferation- and apoptosis-effector genes. Gene. 2017;614:37–48.CrossRef Mauro JA, Yavorski JM, Blanck G. Stratifying melanoma and breast cancer TCGA datasets on the basis of the CNV of transcription factor binding sites common to proliferation- and apoptosis-effector genes. Gene. 2017;614:37–48.CrossRef
39.
go back to reference Yavorski JM, Blanck G. TCGA: Increased oncoprotein coding region mutations correlate with a greater expression of apoptosis-effector genes and a positive outcome for stomach adenocarcinoma. Cell cycle. 2016;25:2157–63.CrossRef Yavorski JM, Blanck G. TCGA: Increased oncoprotein coding region mutations correlate with a greater expression of apoptosis-effector genes and a positive outcome for stomach adenocarcinoma. Cell cycle. 2016;25:2157–63.CrossRef
40.
go back to reference Mauro JA, Butler SN, Ramsamooj M, Blanck G. Copy number loss or silencing of apoptosis-effector genes in cancer. Gene. 2015;554(1):50–7.CrossRef Mauro JA, Butler SN, Ramsamooj M, Blanck G. Copy number loss or silencing of apoptosis-effector genes in cancer. Gene. 2015;554(1):50–7.CrossRef
41.
go back to reference Mauro JA, Blanck G. Functionally distinct gene classes as bigger or smaller transcription factor traps: a possible stochastic component to sequential gene expression programs in cancer. Gene. 2014;536(2):398–406.CrossRef Mauro JA, Blanck G. Functionally distinct gene classes as bigger or smaller transcription factor traps: a possible stochastic component to sequential gene expression programs in cancer. Gene. 2014;536(2):398–406.CrossRef
42.
go back to reference Szekeres K, Koul R, Mauro J, Lloyd M, Johnson J, Blanck G. An Oct-1-based, feed-forward mechanism of apoptosis inhibited by co-culture with Raji B-cells: towards a model of the cancer cell/B-cell microenvironment. Exp Mol Pathol. 2014;97(3):585–9.CrossRef Szekeres K, Koul R, Mauro J, Lloyd M, Johnson J, Blanck G. An Oct-1-based, feed-forward mechanism of apoptosis inhibited by co-culture with Raji B-cells: towards a model of the cancer cell/B-cell microenvironment. Exp Mol Pathol. 2014;97(3):585–9.CrossRef
43.
go back to reference Ornitz DM, Legeai-Mallet L. Achondroplasia: development, pathogenesis, and therapy. Dev Dyn. 2017;246(4):291–309.CrossRef Ornitz DM, Legeai-Mallet L. Achondroplasia: development, pathogenesis, and therapy. Dev Dyn. 2017;246(4):291–309.CrossRef
44.
go back to reference Goriely A, Wilkie AO. Paternal age effect mutations and selfish spermatogonial selection: causes and consequences for human disease. Am J Hum Genet. 2012;90(2):175–200.CrossRef Goriely A, Wilkie AO. Paternal age effect mutations and selfish spermatogonial selection: causes and consequences for human disease. Am J Hum Genet. 2012;90(2):175–200.CrossRef
45.
go back to reference Riesch M, Niggli FK, Leibundgut K, Caflisch U, Betts DR. Loss of X chromosome in childhood acute lymphoblastic leukemia. Cancer Genet Cytogenet. 2001;125(1):27–9.CrossRef Riesch M, Niggli FK, Leibundgut K, Caflisch U, Betts DR. Loss of X chromosome in childhood acute lymphoblastic leukemia. Cancer Genet Cytogenet. 2001;125(1):27–9.CrossRef
46.
go back to reference Mlakar V, Jurkovic Mlakar S, Lopez G, Maris JM, Ansari M, Gumy-Pause F. 11q deletion in neuroblastoma: a review of biological and clinical implications. Mol Cancer. 2017;16(1):114.CrossRef Mlakar V, Jurkovic Mlakar S, Lopez G, Maris JM, Ansari M, Gumy-Pause F. 11q deletion in neuroblastoma: a review of biological and clinical implications. Mol Cancer. 2017;16(1):114.CrossRef
47.
go back to reference Spitz R, Hero B, Simon T, Berthold F. Loss in chromosome 11q identifies tumors with increased risk for metastatic relapses in localized and 4S neuroblastoma. Clinical Cancer Res. 2006;12(11 Pt 1):3368–73.CrossRef Spitz R, Hero B, Simon T, Berthold F. Loss in chromosome 11q identifies tumors with increased risk for metastatic relapses in localized and 4S neuroblastoma. Clinical Cancer Res. 2006;12(11 Pt 1):3368–73.CrossRef
Metadata
Title
An age-based, RNA expression paradigm for survival biomarker identification for pediatric neuroblastoma and acute lymphoblastic leukemia
Authors
Andrea Diviney
Boris I. Chobrutskiy
Saif Zaman
George Blanck
Publication date
01-12-2019
Publisher
BioMed Central
Published in
Cancer Cell International / Issue 1/2019
Electronic ISSN: 1475-2867
DOI
https://doi.org/10.1186/s12935-019-0790-5

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