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Sanz-Martín G, Migliore DP, Gómez del Campo P, del Castillo-Izquierdo J, Domínguez JM. GFPrint™: A machine learning tool for transforming genetic data into clinical insights. PLoS One 2024; 19:e0311370. [PMID: 39602407 PMCID: PMC11602062 DOI: 10.1371/journal.pone.0311370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 09/15/2024] [Indexed: 11/29/2024] Open
Abstract
The increasing availability of massive genetic sequencing data in the clinical setting has triggered the need for appropriate tools to help fully exploit the wealth of information these data possess. GFPrint™ is a proprietary streaming algorithm designed to meet that need. By extracting the most relevant functional features, GFPrint™ transforms high-dimensional, noisy genetic sequencing data into an embedded representation, allowing unsupervised models to create data clusters that can be re-mapped to the original clinical information. Ultimately, this allows the identification of genes and pathways relevant to disease onset and progression. GFPrint™ has been tested and validated using two cancer genomic datasets publicly available. Analysis of the TCGA dataset has identified panels of genes whose mutations appear to negatively influence survival in non-metastatic colorectal cancer (15 genes), epidermoid non-small cell lung cancer (167 genes) and pheochromocytoma (313 genes) patients. Likewise, analysis of the Broad Institute dataset has identified 75 genes involved in pathways related to extracellular matrix reorganization whose mutations appear to dictate a worse prognosis for breast cancer patients. GFPrint™ is accessible through a secure web portal and can be used in any therapeutic area where the genetic profile of patients influences disease evolution.
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Saletta F, Wadham C, Ziegler DS, Marshall GM, Haber M, McCowage G, Norris MD, Byrne JA. Molecular profiling of childhood cancer: Biomarkers and novel therapies. BBA CLINICAL 2014; 1:59-77. [PMID: 26675306 PMCID: PMC4633945 DOI: 10.1016/j.bbacli.2014.06.003] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Revised: 06/16/2014] [Accepted: 06/24/2014] [Indexed: 12/11/2022]
Abstract
BACKGROUND Technological advances including high-throughput sequencing have identified numerous tumor-specific genetic changes in pediatric and adolescent cancers that can be exploited as targets for novel therapies. SCOPE OF REVIEW This review provides a detailed overview of recent advances in the application of target-specific therapies for childhood cancers, either as single agents or in combination with other therapies. The review summarizes preclinical evidence on which clinical trials are based, early phase clinical trial results, and the incorporation of predictive biomarkers into clinical practice, according to cancer type. MAJOR CONCLUSIONS There is growing evidence that molecularly targeted therapies can valuably add to the arsenal available for treating childhood cancers, particularly when used in combination with other therapies. Nonetheless the introduction of molecularly targeted agents into practice remains challenging, due to the use of unselected populations in some clinical trials, inadequate methods to evaluate efficacy, and the need for improved preclinical models to both evaluate dosing and safety of combination therapies. GENERAL SIGNIFICANCE The increasing recognition of the heterogeneity of molecular causes of cancer favors the continued development of molecularly targeted agents, and their transfer to pediatric and adolescent populations.
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Key Words
- ALK, anaplastic lymphoma kinase
- ALL, acute lymphoblastic leukemia
- AML, acute myeloid leukemia
- ARMS, alveolar rhabdomyosarcoma
- AT/RT, atypical teratoid/rhabdoid tumor
- AURKA, aurora kinase A
- AURKB, aurora kinase B
- BET, bromodomain and extra terminal
- Biomarkers
- CAR, chimeric antigen receptor
- CML, chronic myeloid leukemia
- Childhood cancer
- DFMO, difluoromethylornithine
- DIPG, diffuse intrinsic pontine glioma
- EGFR, epidermal growth factor receptor
- ERMS, embryonal rhabdomyosarcoma
- HDAC, histone deacetylases
- Hsp90, heat shock protein 90
- IGF-1R, insulin-like growth factor type 1 receptor
- IGF/IGFR, insulin-like growth factor/receptor
- Molecular diagnostics
- NSCLC, non-small cell lung cancer
- ODC1, ornithine decarboxylase 1
- PARP, poly(ADP-ribose) polymerase
- PDGFRA/B, platelet derived growth factor alpha/beta
- PI3K, phosphatidylinositol 3′-kinase
- PLK1, polo-like kinase 1
- Ph +, Philadelphia chromosome-positive
- RMS, rhabdomyosarcoma
- SHH, sonic hedgehog
- SMO, smoothened
- SYK, spleen tyrosine kinase
- TOP1/TOP2, DNA topoisomerase 1/2
- TRAIL, TNF-related apoptosis-inducing ligand
- Targeted therapy
- VEGF/VEGFR, vascular endothelial growth factor/receptor
- mAb, monoclonal antibody
- mAbs, monoclonal antibodies
- mTOR, mammalian target of rapamycin
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Affiliation(s)
- Federica Saletta
- Children's Cancer Research Unit, Kids Research Institute, Westmead 2145, New South Wales, Australia
| | - Carol Wadham
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW, Randwick 2031, New South Wales, Australia
| | - David S. Ziegler
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW, Randwick 2031, New South Wales, Australia
- Kids Cancer Centre, Sydney Children's Hospital, Randwick 2031, New South Wales, Australia
| | - Glenn M. Marshall
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW, Randwick 2031, New South Wales, Australia
- Kids Cancer Centre, Sydney Children's Hospital, Randwick 2031, New South Wales, Australia
| | - Michelle Haber
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW, Randwick 2031, New South Wales, Australia
| | - Geoffrey McCowage
- The Children's Hospital at Westmead, Westmead 2145, New South Wales, Australia
| | - Murray D. Norris
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW, Randwick 2031, New South Wales, Australia
| | - Jennifer A. Byrne
- Children's Cancer Research Unit, Kids Research Institute, Westmead 2145, New South Wales, Australia
- The University of Sydney Discipline of Paediatrics and Child Health, The Children's Hospital at Westmead, Westmead 2145, New South Wales, Australia
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Onvani S, Terakawa Y, Smith C, Northcott P, Taylor M, Rutka J. Molecular genetic analysis of the hepatocyte growth factor/MET signaling pathway in pediatric medulloblastoma. Genes Chromosomes Cancer 2012; 51:675-88. [PMID: 22447520 DOI: 10.1002/gcc.21954] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2011] [Revised: 02/15/2012] [Accepted: 02/20/2012] [Indexed: 01/24/2023] Open
Abstract
The hepatocyte growth factor (HGF)/MET pathway plays a critical role in the development of the nervous system and has been implicated in medulloblastoma pathogenesis. Recent studies have shown a role for gene amplification of activators of this pathway, as well as silencing of its inhibitors in medulloblastoma pathogenesis. We analyzed exon array data from a cohort of 103 primary medulloblastomas to show that HGF/MET pathway elements are dysregulated in tumors compared to normal cerebellum. To determine if mutation of HGF/MET pathway genes is a mechanism for pathway dysregulation, we conducted a mutational analysis by exon resequencing of three key components of this pathway, including serine protease inhibitor Kunitz-type 1 (SPINT1), serine protease inhibitor Kunitz-type 2 (SPINT2), and MET, in 32 primary human medulloblastoma specimens. From this analysis, we identified multiple coding synonymous and nonsynonymous single nucleotide polymorphisms in these genes among the 32 tumor samples. Interestingly, we also discovered two unreported sequence variants in SPINT1 and SPINT2 in two tumors that resulted in Arginine to Histidine amino acid substitutions at codons 418 and 233, respectively. However, conservation assessment and functional assays of these two variants indicate that they involve nonconserved residues and that they do not affect the function of SPINT1 and SPINT2 as tumor suppressor genes. In conclusion, our data suggest that mutation alone plays a minor role in causing aberrancies of the HGF/MET pathway in medulloblastoma in comparison with other malignancies such as breast, hepatocellular, renal, and lung carcinomas.
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Affiliation(s)
- Sara Onvani
- Arthur and Sonia Labatt Brain Tumour Research Centre, Department of Cell Biology, Hospital for Sick Children, Toronto, Ontario, Canada M5G 1X8
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Onvani S, Etame AB, Smith CA, Rutka JT. Genetics of medulloblastoma: clues for novel therapies. Expert Rev Neurother 2010; 10:811-23. [PMID: 20420498 DOI: 10.1586/ern.10.31] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Medulloblastoma is the most common malignant brain tumor in children. Current medulloblastoma therapy entails surgery, radiation and chemotherapy. The 5-year survival rate for patients ranges from 40 to 70%, with most survivors suffering from serious long-term treatment-related sequelae. Additional research on the molecular biology and genetics of medulloblastoma is needed to identify robust prognostic markers for disease-risk stratification, to improve current treatment regimes and to discover novel and more effective molecular-targeted therapies. Recent advances in molecular biology have led to the development of powerful tools for the study of medulloblastoma tumorigenesis, which have revealed new insights into the molecular underpinnings of this disease. Here we discuss the signaling pathway alterations implicated in medulloblastoma pathogenesis, the techniques used in molecular profiling of these tumors and recent molecular subclassification schemes. Particular emphasis is given to the identification of novel molecular targets for less toxic, patient-tailored therapeutic approaches.
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Affiliation(s)
- Sara Onvani
- The Hospital for Sick Children, Ontario, Canada
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Antiangiogenic therapy in the treatment of recurrent medulloblastoma in the adult: case report and review of the literature. JOURNAL OF ONCOLOGY 2009; 2009:247873. [PMID: 20111585 PMCID: PMC2804042 DOI: 10.1155/2009/247873] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2009] [Revised: 08/09/2009] [Accepted: 11/03/2009] [Indexed: 11/18/2022]
Abstract
Medulloblastoma is a rare tumor in central nervous system, with an even rarer occurrence in adulthood. The management of a recurrent disease is a medical challenge; chemotherapy has been used as the treatment of choice, while reirradiation has been employed in selected cases. We report the case of a 51-year-old man with recurrent medulloblastoma. He was treated with local reirradiation, chemotherapy, and antiangiogenic drug, with the latter giving the longer progression-free interval. The aim of this report is to show that recurrent medulloblastoma in adults can be approached with a multimodality treatment and that antiangiogenic therapy should have a role in the management of this disease.
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Combining anatomic and molecularly targeted imaging in the diagnosis and surveillance of embryonal tumors of the nervous and endocrine systems in children. Cancer Metastasis Rev 2008; 27:665-77. [PMID: 18581060 DOI: 10.1007/s10555-008-9153-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Combining anatomical and functional imaging can improve sensitivity and accuracy of tumor diagnosis and surveillance of pediatric malignancies. MRI is the state-of-the-art modality for demonstrating the anatomical location of brain tumors with contrast enhancement adding additional information regarding whether the tumor is neuronal or glial. Addition of SPECT imaging using a peptide that targets the somatostatin receptor (Octreoscan) can now differentiate medulloblastoma from a cerebellar pilocytic astrocytoma. Combined MRI and Octreoscan is now the most sensitive and accurate imaging modality for differentiating recurrent medulloblastoma from scar tissue. CT is the most common imaging modality for demonstrating the anatomical location of tumors in the chest and abdomen. Addition of SPECT imaging with either MIBG or Octreoscan has been shown to add important diagnostic information on the nature of tumors in chest and abdomen and is often more sensitive than CT for identification of metastatic lesions in bone or liver. Combined anatomical and functional imaging is particularly helpful in neuroblastoma and in neuroendocrine tumors such as gastrinoma and carcinoid. Functional imaging with MIBG and Octreoscan is predictive of response to molecularly targeted therapy with 131I-MIBG and 90Y-DOTA-tyr3-Octreotide. Dosimetry using combined anatomical and functional imaging is being developed for patient-specific dosing of targeted radiotherapy and as an extremely sensitive monitor of response to therapy. Both MIBG and Octreotide are now being adapted to PET imaging which will greatly improve the utility of PET in medulloblastoma as well as increase the sensitivity for detection of metastatic lesions in neuroblastoma and neuroendocrine tumors.
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Shai RM, Reichardt JKV, Chen TC. Pharmacogenomics of brain cancer and personalized medicine in malignant gliomas. Future Oncol 2008; 4:525-34. [PMID: 18684063 DOI: 10.2217/14796694.4.4.525] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
The pharmacogenetics of cancer treatment has been aimed at identifying genetic components of interindividual variability in patients' response to cancer chemotherapy and toxicity. This, in turn, will establish an individually based treatment, and also elucidate the molecular basis of the treatment regimen for further improvements. Brain cancer is an instructive example for the potential contributions of pharmacogenomics to improved treatment in the 21st century. Patients with oligodendrogliomas have benefited from phamacogenomics, as there is a clear relationship between response to chemotherapy and chromosomal profile. Drug efficacy, safety and response could be improved by using pharmacogenomics to identify genetic markers that differentiate responder from nonresponder patient groups, as well as identifying patients likely to develop adverse drug reactions. This review will focus on how pharmacogenomics by microarray studies may lead to much more accurate tumor classification, drug and biomarker discovery, and drug efficacy testing. We will discuss relevant scientific advances in pharmacogenetics for more personalized chemotherapy.
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Affiliation(s)
- Ruty Mehrian Shai
- USC Keck School of Medicine, Department of Biochemistry and Molecular Biology, Institute for Genetic Medicine, Los Angeles, CA 90089, USA.
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Journal Watch. Mol Diagn Ther 2007. [DOI: 10.1007/bf03256263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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