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1.
NPJ Precis Oncol ; 7(1): 67, 2023 Jul 15.
Article in English | MEDLINE | ID: mdl-37454202

ABSTRACT

Genomically-informed therapy requires consideration of the functional impact of genomic alterations on protein expression and/or function. However, a substantial number of variants are of unknown significance (VUS). The MD Anderson Precision Oncology Decision Support (PODS) team developed an actionability classification scheme that categorizes VUS as either "Unknown" or "Potentially" actionable based on their location within functional domains and/or proximity to known oncogenic variants. We then compared PODS VUS actionability classification with results from a functional genomics platform consisting of mutant generation and cell viability assays. 106 (24%) of 438 VUS in 20 actionable genes were classified as oncogenic in functional assays. Variants categorized by PODS as Potentially actionable (N = 204) were more likely to be oncogenic than those categorized as Unknown (N = 230) (37% vs 13%, p = 4.08e-09). Our results demonstrate that rule-based actionability classification of VUS can identify patients more likely to have actionable variants for consideration with genomically-matched therapy.

3.
Annu Rev Genomics Hum Genet ; 20: 413-432, 2019 08 31.
Article in English | MEDLINE | ID: mdl-30995147

ABSTRACT

Since the discovery that DNA alterations initiate tumorigenesis, scientists and clinicians have been exploring ways to counter these changes with targeted therapeutics. The sequencing of tumor DNA was initially limited to highly actionable hot spots-areas of the genome that are frequently altered and have an approved matched therapy in a specific tumor type. Large-scale genome sequencing programs quickly developed technological improvements that enabled the deployment of whole-exome and whole-genome sequencing technologies at scale for pristine sample materials in research environments. However, the turning point for precision medicine in oncology was the innovations in clinical laboratories that improved turnaround time, depth of coverage, and the ability to reliably sequence archived, clinically available samples. Today, tumor genome sequencing no longer suffers from significant technical or financial hurdles, and the next opportunity for improvement lies in the optimal utilization of the technologies and data for many different tumor types.


Subject(s)
Genome, Human , Neoplasms/genetics , Precision Medicine , Sequence Analysis, DNA/methods , High-Throughput Nucleotide Sequencing/methods , Humans , Mutation , Neoplasms/diagnosis , Neoplasms/therapy
4.
Mol Cancer Ther ; 18(5): 991-1000, 2019 05.
Article in English | MEDLINE | ID: mdl-30926639

ABSTRACT

Malignant gliomas are a group of intracranial cancers associated with disproportionately high mortality and morbidity. Here, we report ultradeep targeted sequencing of a prospective cohort of 237 tumors from 234 patients consisting of both glioblastoma (GBM) and lower-grade glioma (LGG) using our customized gene panels. We identified 2,485 somatic mutations, including single-nucleotide substitutions and small indels, using a validated in-house protocol. Sixty-one percent of the mutations were contributed by 12 hypermutators. The hypermutators were enriched for recurrent tumors and had comparable outcome, and most were associated with temozolomide exposure. TP53 was the most frequently mutated gene in our cohort, followed by IDH1 and EGFR We detected at least one EGFR mutation in 23% of LGGs, which was significantly higher than 6% seen in The Cancer Genome Atlas, a pattern that can be partially explained by the different patient composition and sequencing depth. IDH hotspot mutations were found with higher frequencies in LGG (83%) and secondary GBM (77%) than primary GBM (9%). Multivariate analyses controlling for age, histology, and tumor grade confirm the prognostic value of IDH mutation. We predicted 1p/19q status using the panel sequencing data and received only modest performance by benchmarking the prediction to FISH results of 50 tumors. Targeted therapy based on the sequencing data resulted in three responders out of 14 participants. In conclusion, our study suggests ultradeep targeted sequencing can recapitulate previous findings and can be a useful approach in the clinical setting.


Subject(s)
Glioblastoma/genetics , Glioma/genetics , High-Throughput Nucleotide Sequencing , Prognosis , Adult , Aged , Cell Line, Tumor , Female , Genome, Human/genetics , Glioblastoma/pathology , Glioma/pathology , Humans , Isocitrate Dehydrogenase/genetics , Male , Middle Aged , Molecular Sequence Annotation , Mutation/genetics , Neoplasm Grading , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/pathology
5.
JCO Clin Cancer Inform ; 2: 1-14, 2018 12.
Article in English | MEDLINE | ID: mdl-30652542

ABSTRACT

The American Association for Cancer Research (AACR) Project Genomics Evidence Neoplasia Information Exchange (GENIE) is an international data-sharing consortium focused on enabling advances in precision oncology through the gathering and sharing of tumor genetic sequencing data linked with clinical data. The project's history, operational structure, lessons learned, and institutional perspectives on participation in the data-sharing consortium are reviewed. Individuals involved with the inception and execution of AACR Project GENIE from each member institution described their experiences and lessons learned. The consortium was conceived in January 2014 and publicly released its first data set in January 2017, which consisted of 18,804 samples from 18,324 patients contributed by the eight founding institutions. Commitment and contributions from many individuals at AACR and the member institutions were crucial to the consortium's success. These individuals filled leadership, project management, informatics, data curation, contracts, ethics, and security roles. Many lessons were learned during the first 3 years of the consortium, including on how to gather, harmonize, and share data; how to make decisions and foster collaboration; and how to set the stage for continued participation and expansion of the consortium. We hope that the lessons shared here will assist new GENIE members as well as others who embark on the journey of forming a genomic data-sharing consortium.


Subject(s)
Genomics/methods , Neoplasms/genetics , Data Collection , Humans , Information Dissemination , Intersectoral Collaboration , Precision Medicine , Societies, Medical , United States
6.
Oncotarget ; 8(34): 57882-57888, 2017 Aug 22.
Article in English | MEDLINE | ID: mdl-28915719

ABSTRACT

We present the case of a 53-year-old male with metastatic rectal cancer who was treatment resistant to FOLFOX and FOLFOXIRI. Due to a Kirsten rat sarcoma viral oncogene homolog (KRAS) mutation, regorafenib was given in the third line setting. Surprisingly, the patient had a prolonged partial response that lasted 27 months. Mutational status was extensively evaluated to identify potential alterations that might play a role as predictive markers for this unusual event. A poorly characterized but nontransforming mutation in Fms-like tyrosine kinase 4 (FLT4) was present in the tumor. Prior to and at the time of clinical progression, we found amplification of fibroblast growth factor receptor 1 (FGFR1) and epidermal growth factor receptor (EGFR), loss of the FLT4 mutation, and gain of KIT proto-oncogene receptor tyrosine kinase (KIT) G961S suggesting potential roles in acquired resistance.

7.
Blood ; 129(5): 572-581, 2017 02 02.
Article in English | MEDLINE | ID: mdl-27919910

ABSTRACT

Philadelphia chromosome (Ph)-like acute lymphoblastic leukemia (ALL) is a high-risk subtype of ALL in children. There are conflicting data on the incidence and prognosis of Ph-like ALL in adults. Patients with newly diagnosed B-cell ALL (B-ALL) who received frontline chemotherapy at MD Anderson Cancer Center underwent gene expression profiling of leukemic cells. Of 148 patients, 33.1% had Ph-like, 31.1% had Ph+, and 35.8% had other B-ALL subtypes (B-other). Within the Ph-like ALL cohort, 61% had cytokine receptor-like factor 2 (CRLF2) overexpression. Patients with Ph-like ALL had significantly worse overall survival (OS), and event-free survival compared with B-other with a 5-year survival of 23% (vs 59% for B-other, P = .006). Sixty-eight percent of patients with Ph-like ALL were of Hispanic ethnicity. The following were associated with inferior OS on multivariable analysis: age (hazard ratio [HR], 3.299; P < .001), white blood cell count (HR, 1.910; P = .017), platelet count (HR, 7.437; P = .005), and Ph-like ALL (HR, 1.818; P = .03). Next-generation sequencing of the CRLF2+ group identified mutations in the JAK-STAT and Ras pathway in 85% of patients, and 20% had a CRLF2 mutation. Within the CRLF2+ group, JAK2 mutation was associated with inferior outcomes. Our findings show high frequency of Ph-like ALL in adults, an increased frequency of Ph-like ALL in adults of Hispanic ethnicity, significantly inferior outcomes of adult patients with Ph-like ALL, and significantly worse outcomes in the CRLF2+ subset of Ph-like ALL. Novel strategies are needed to improve the outcome of these patients.


Subject(s)
Philadelphia Chromosome , Precursor Cell Lymphoblastic Leukemia-Lymphoma/epidemiology , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Antineoplastic Agents/therapeutic use , Cohort Studies , Disease-Free Survival , Female , Gene Expression Regulation, Leukemic , Hispanic or Latino/genetics , Humans , Janus Kinase 2/genetics , Male , Middle Aged , Mutation , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Proportional Hazards Models , Receptors, Cytokine/genetics , Risk Factors , Transcriptome , Treatment Outcome , Young Adult
8.
J Hematol Oncol ; 7: 52, 2014 Aug 01.
Article in English | MEDLINE | ID: mdl-25085632

ABSTRACT

BACKGROUND: Germ cell tumors (GCT) are the most common solid tumors in adolescent and young adult males (age 15 and 35 years) and remain one of the most curable of all solid malignancies. However a subset of patients will have tumors that are refractory to standard chemotherapy agents. The management of this refractory population remains challenging and approximately 400 patients continue to die every year of this refractory disease in the United States. METHODS: Given the preclinical evidence implicating vascular endothelial growth factor (VEGF) signaling in the biology of germ cell tumors, we hypothesized that the vascular endothelial growth factor receptor (VEGFR) inhibitor sunitinib (Sutent) may possess important clinical activity in the treatment of this refractory disease. We proposed a Phase II efficacy study of sunitinib in seminomatous and non-seminomatous metastatic GCT's refractory to first line chemotherapy treatment (ClinicalTrials.gov Identifier: NCT00912912). Next generation targeted exome sequencing using HiSeq 2000 (Illumina Inc., San Diego, CA, USA) was performed on the tumor sample of the unusual responder. RESULTS: Five patients are enrolled into this Phase II study. Among them we report here the clinical course of a patient (Patient # 5) who had an exceptional response to sunitinib. Next generation sequencing to understand this patient's response to sunitinib revealed RET amplification, EGFR and KRAS amplification as relevant aberrations. Oncoscan MIP array were employed to validate the copy number analysis that confirmed RET gene amplification. CONCLUSION: Sunitinib conferred clinical benefit to this heavily pre-treated patient. Next generation sequencing of this 'exceptional responder' identified the first reported case of a RET amplification as a potential basis of sensitivity to sunitinib (VEGFR2/PDGFRß/c-kit/ FLT3/RET/CSF1R inhibitor) in a patient with refractory germ cell tumor. Further characterization of GCT patients using biomarkers for clinical response and patient selection is warranted. TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT00912912.


Subject(s)
Antineoplastic Agents/therapeutic use , Drug Resistance, Neoplasm , Indoles/therapeutic use , Neoplasms, Germ Cell and Embryonal/drug therapy , Neoplasms, Germ Cell and Embryonal/genetics , Protein Kinase Inhibitors/therapeutic use , Pyrroles/therapeutic use , Testicular Neoplasms/drug therapy , Testicular Neoplasms/genetics , Adolescent , Adult , Disease-Free Survival , Drug Resistance, Neoplasm/genetics , High-Throughput Nucleotide Sequencing , Humans , Male , Mediastinal Neoplasms/drug therapy , Mediastinal Neoplasms/genetics , Mediastinal Neoplasms/mortality , Middle Aged , Neoplasms, Germ Cell and Embryonal/mortality , Platinum Compounds/therapeutic use , Proto-Oncogene Proteins c-ret/genetics , Retroperitoneal Neoplasms/drug therapy , Retroperitoneal Neoplasms/genetics , Retroperitoneal Neoplasms/mortality , Sunitinib , Testicular Neoplasms/mortality , Young Adult
9.
Nat Genet ; 45(10): 1113-20, 2013 Oct.
Article in English | MEDLINE | ID: mdl-24071849

ABSTRACT

The Cancer Genome Atlas (TCGA) Research Network has profiled and analyzed large numbers of human tumors to discover molecular aberrations at the DNA, RNA, protein and epigenetic levels. The resulting rich data provide a major opportunity to develop an integrated picture of commonalities, differences and emergent themes across tumor lineages. The Pan-Cancer initiative compares the first 12 tumor types profiled by TCGA. Analysis of the molecular aberrations and their functional roles across tumor types will teach us how to extend therapies effective in one cancer type to others with a similar genomic profile.


Subject(s)
Genome , Neoplasms/genetics , Gene Expression Profiling , Humans , Neoplasms/pathology
10.
J Mammary Gland Biol Neoplasia ; 9(4): 297-310, 2004 Oct.
Article in English | MEDLINE | ID: mdl-15838601

ABSTRACT

The development of breast carcinomas involves a complex set of phenotypic alterations in breast epithelial cells and the surrounding microenvironment. While traditional transformation assays provide models for investigating certain aspects of the cellular processes associated with tumor initiation and progression, they do not model alterations in tissue architecture that are critically involved in tumor development. In this review, we provide examples of how three-dimensional (3D) cell culture models can be utilized to dissect the pathways involved in the development of mammary epithelial structures and to elucidate the mechanisms responsible for oncogene-induced phenotypic alterations in epithelial behavior and architecture. Many normal mammary epithelial cell lines undergo a stereotypic morphogenetic process when grown in the presence of exogenous matrix proteins. This 3D morphogenesis culminates in the formation of well-organized, polarized spheroids, and/or tubules that are highly reminiscent of normal glandular architecture. In contrast, transformed cell lines isolated from mammary tumors exhibit significant deviations from normal epithelial behavior in 3D culture. We describe the use of 3D models as a method for both reconstructing and deconstructing the cell biological and biochemical events involved in mammary neoplasia.


Subject(s)
Basement Membrane/cytology , Epithelial Cells/cytology , Epithelial Cells/metabolism , Mammary Glands, Animal , Mammary Glands, Human , Oncogene Proteins/metabolism , Animals , Cell Culture Techniques , Humans , Mammary Glands, Animal/cytology , Mammary Glands, Animal/metabolism , Mammary Glands, Human/cytology , Mammary Glands, Human/metabolism
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