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1.
Sci Rep ; 12(1): 1342, 2022 01 25.
Artigo em Inglês | MEDLINE | ID: mdl-35079117

RESUMO

Anti-PD-1 therapy can provide long, durable benefit to a fraction of patients. The on-label PD-L1 test, however, does not accurately predict response. To build a better biomarker, we created a method called T Cell Subtype Profiling (TCSP) that characterizes the abundance of T cell subtypes (TCSs) in FFPE specimens using five RNA models. These TCS RNA models are created using functional methods, and robustly discriminate between naïve, activated, exhausted, effector memory, and central memory TCSs, without the reliance on non-specific, classical markers. TCSP is analytically valid and corroborates associations between TCSs and clinical outcomes. Multianalyte biomarkers based on TCS estimates predicted response to anti-PD-1 therapy in three different cancers and outperformed the indicated PD-L1 test, as well as Tumor Mutational Burden. Given the utility of TCSP, we investigated the abundance of TCSs in TCGA cancers and created a portal to enable researchers to discover other TCSP-based biomarkers.


Assuntos
Linfócitos T CD8-Positivos/metabolismo , Neoplasias/tratamento farmacológico , Receptor de Morte Celular Programada 1/metabolismo , Biomarcadores Tumorais/metabolismo , Linfócitos T CD8-Positivos/patologia , Células Cultivadas , Humanos , Leucócitos Mononucleares
2.
J Mol Diagn ; 22(4): 555-570, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-32036085

RESUMO

As immuno-oncology drugs grow more popular in the treatment of cancer, better methods are needed to quantify the tumor immune cell component to determine which patients are most likely to benefit from treatment. Methods such as flow cytometry can accurately assess the composition of infiltrating immune cells; however, they show limited use in formalin-fixed, paraffin-embedded (FFPE) specimens. This article describes a novel hybrid-capture RNA sequencing assay, ImmunoPrism, that estimates the relative percentage abundance of eight immune cell types in FFPE solid tumors. Immune health expression models were generated using machine learning methods and used to uniquely identify each immune cell type using the most discriminatively expressed genes. The analytical performance of the assay was assessed using 101 libraries from 40 FFPE and 32 fresh-frozen samples. With defined samples, ImmunoPrism had a precision of ±2.72%, a total error of 2.75%, and a strong correlation (r2 = 0.81; P < 0.001) to flow cytometry. ImmunoPrism had similar performance in dissociated tumor cell samples (total error of 8.12%) and correlated strongly with immunohistochemistry (CD8: r2 = 0.83; P < 0.001) in FFPE samples. Other performance metrics were determined, including limit of detection, reportable range, and reproducibility. The approach used for analytical validation is shared here so that it may serve as a helpful framework for other laboratories when validating future complex RNA-based assays.


Assuntos
Biologia Computacional/métodos , Perfilação da Expressão Gênica/métodos , Imunomodulação/genética , Neoplasias/genética , Neoplasias/imunologia , Biologia Computacional/normas , Perfilação da Expressão Gênica/normas , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Imuno-Histoquímica , Leucócitos Mononucleares/imunologia , Leucócitos Mononucleares/metabolismo , Linfócitos/imunologia , Linfócitos/metabolismo , Neoplasias/metabolismo , Neoplasias/patologia , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Análise de Sequência de RNA
3.
Mod Pathol ; 31(5): 791-808, 2018 05.
Artigo em Inglês | MEDLINE | ID: mdl-29327716

RESUMO

In lung adenocarcinoma, canonical EML4-ALK inversion results in a fusion protein with a constitutively active ALK kinase domain. Evidence of ALK rearrangement occurs in a minority (2-7%) of lung adenocarcinoma, and only ~60% of these patients will respond to targeted ALK inhibition by drugs such as crizotinib and ceritinib. Clinically, targeted anti-ALK therapy is often initiated based on evidence of an ALK genomic rearrangement detected by fluorescence in situ hybridization (FISH) of interphase cells in formalin-fixed, paraffin-embedded tissue sections. At the genomic level, however, ALK rearrangements are heterogeneous, with multiple potential breakpoints in EML4, and alternate fusion partners. Using next-generation sequencing of DNA and RNA together with ALK immunohistochemistry, we comprehensively characterized genomic breakpoints in 33 FISH-positive lung adenocarcinomas. Of these 33 cases, 29 (88%) had detectable DNA level ALK rearrangements involving EML4, KIF5B, or non-canonical partners including ASXL2, ATP6V1B1, PRKAR1A, and SPDYA. A subset of 12 cases had material available for RNA-Seq. Of these, eight of eight (100%) cases with DNA rearrangements showed ALK fusion transcripts from RNA-Seq; three of four cases (75%) without detectable DNA rearrangements were similarly negative by RNA-Seq, and one case was positive by RNA-Seq but negative by DNA next-generation sequencing. By immunohistochemistry, 17 of 19 (89%) tested cases were clearly positive for ALK protein expression; the remaining cases had no detectable DNA level rearrangement or had a non-canonical rearrangement not predicted to form a fusion protein. Survival analysis of patients treated with targeted ALK inhibitors demonstrates a significant difference in mean survival between patients with next-generation sequencing confirmed EML4-ALK rearrangements, and those without (20.6 months vs 5.4 months, P<0.01). Together, these data demonstrate abundant genomic heterogeneity among ALK-rearranged lung adenocarcinoma, which may account for differences in treatment response with targeted ALK inhibitors.


Assuntos
Quinase do Linfoma Anaplásico/genética , Carcinoma Pulmonar de Células não Pequenas/genética , Pontos de Quebra do Cromossomo , Neoplasias Pulmonares/genética , Adulto , Idoso , Idoso de 80 Anos ou mais , Quinase do Linfoma Anaplásico/antagonistas & inibidores , Quinase do Linfoma Anaplásico/biossíntese , Carcinoma Pulmonar de Células não Pequenas/enzimologia , Carcinoma Pulmonar de Células não Pequenas/patologia , Crizotinibe/uso terapêutico , Feminino , Rearranjo Gênico , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Hibridização in Situ Fluorescente , Neoplasias Pulmonares/enzimologia , Neoplasias Pulmonares/patologia , Masculino , Pessoa de Meia-Idade , Terapia de Alvo Molecular , Proteínas de Fusão Oncogênica/genética , Inibidores de Proteínas Quinases/uso terapêutico , Pirimidinas/uso terapêutico , Sulfonas/uso terapêutico , Análise de Sobrevida
4.
J Mol Diagn ; 13(3): 325-33, 2011 May.
Artigo em Inglês | MEDLINE | ID: mdl-21497292

RESUMO

Although next-generation sequencing (NGS) has been the domain of large genome centers, it is quickly becoming more accessible to general pathology laboratories. In addition to finding single-base changes, NGS allows for the detection of larger structural variants, including insertions/deletions, translocations, and viral insertions. We describe the use of targeted NGS on DNA extracted from formalin-fixed, paraffin-embedded (FFPE) tissue, and show that the short read lengths of NGS are ideally suited to fragmented DNA obtained from FFPE tissue. Further, we describe a novel method for performing hybrid-capture target enrichment using PCR-generated capture probes. As a model, we captured the 5.3-kb Merkel cell polyomavirus (MCPyV) genome in FFPE cases of Merkel cell carcinoma using inexpensive, PCR-derived capture probes, and achieved up to 37,000-fold coverage of the MCPyV genome without prior virus-specific PCR amplification. This depth of coverage made it possible to reproducibly detect viral genome deletions and insertion sites anywhere within the human genome. Out of four cases sequenced, we identified the 5' insertion sites in four of four cases and the 3' sites in three of four cases. These findings demonstrate the potential for an inexpensive gene targeting and NGS method that can be easily adapted for use with FFPE tissue to identify large structural rearrangements, opening up the possibility for further discovery from archival tissue.


Assuntos
Sequenciamento de Nucleotídeos em Larga Escala , Inclusão em Parafina , Fixação de Tecidos , Integração Viral/genética , Sequência de Bases , Carcinoma de Célula de Merkel/genética , Carcinoma de Célula de Merkel/virologia , Ordem dos Genes , Genoma Viral/genética , Humanos , Dados de Sequência Molecular , Hibridização de Ácido Nucleico , Polyomavirus/genética , Infecções por Polyomavirus/virologia , Infecções Tumorais por Vírus/virologia
5.
Bioinformatics ; 26(21): 2684-8, 2010 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-20876606

RESUMO

MOTIVATION: Targeted 'deep' sequencing of specific genes or regions is of great interest in clinical cancer diagnostics where some sequence variants, particularly translocations and indels, have known prognostic or diagnostic significance. In this setting, it is unnecessary to sequence an entire genome, and target capture methods can be applied to limit sequencing to important regions, thereby reducing costs and the time required to complete testing. Existing 'next-gen' sequencing analysis packages are optimized for efficiency in whole-genome studies and are unable to benefit from the particular structure of targeted sequence data. RESULTS: We developed SLOPE to detect structural variants from targeted short-DNA reads. We use both real and simulated data to demonstrate SLOPE's ability to rapidly detect insertion/deletion events of various sizes as well as translocations and viral integration sites with high sensitivity and low false discovery rate. AVAILABILITY: Binary code available at http://www-genepi.med.utah.edu/suppl/SLOPE/index.html


Assuntos
Análise de Sequência de DNA/métodos , Software , Genoma , Polimorfismo de Nucleotídeo Único , Translocação Genética
6.
Chest ; 131(6): 1718-25, 2007 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-17400676

RESUMO

BACKGROUND: Panton-Valentine Leukocidin-expressing (PVL+) methicillin-resistant Staphylococcus aureus (MRSA) is an emerging pathogen worldwide causing fatal necrotizing pneumonias in otherwise healthy individuals but has not been described in patients with cystic fibrosis (CF). Following two cases of patients with CF admitted with lung abscesses in association with PVL+ MRSA, we examined the incidence and the clinical characteristics of MRSA acquisition in our CF patient population. METHODS: Newly acquired MRSA isolates from patients with CF followed up at St. Louis Children's Hospital were analyzed for the presence of Panton-Valentine leukocidin coding region, clindamycin susceptibility, staphylococcal cassette chromosome (SCC) mec type, and multilocus sequence type. Medical records and pulmonary function studies at the time of MRSA isolation were reviewed. RESULTS: MRSA isolates from 40 CF patients were available for analysis. Six children (15%) had PVL+ MRSA infection. All PVL+ organisms were clindamycin susceptible. Patients who acquired a PVL+ organism were more likely to have a focal pulmonary infiltrate on chest radiograph, including cavitary lung lesions in two patients (p = 0.04), a markedly greater decline in FEV1 at the time of MRSA detection (p = 0.01), and a significantly higher WBC count (p = 0.04) and absolute neutrophil count (p = 0.04). These patients were more likely to be admitted for IV antibiotic therapy for respiratory illnesses (p < 0.01). CONCLUSIONS: We describe the emergence of PVL+ MRSA in our CF population in association with development of invasive lung infections including lung abscesses. Early identification and treatment of CF patients with newly acquired PVL+ MRSA may be crucial.


Assuntos
Toxinas Bacterianas/metabolismo , Fibrose Cística/complicações , Exotoxinas/metabolismo , Leucocidinas/metabolismo , Resistência a Meticilina , Infecções Respiratórias/patologia , Infecções Estafilocócicas/patologia , Staphylococcus aureus/metabolismo , Abscesso/tratamento farmacológico , Abscesso/etiologia , Abscesso/patologia , Adolescente , Adulto , Antibacterianos/farmacologia , Antibacterianos/uso terapêutico , Criança , Pré-Escolar , Clindamicina/farmacologia , Clindamicina/uso terapêutico , Fibrose Cística/fisiopatologia , Feminino , Volume Expiratório Forçado/fisiologia , Humanos , Incidência , Lactente , Masculino , Meticilina/farmacologia , Meticilina/uso terapêutico , Prevalência , Infecções Respiratórias/tratamento farmacológico , Infecções Respiratórias/etiologia , Fatores de Risco , Infecções Estafilocócicas/tratamento farmacológico , Infecções Estafilocócicas/etiologia , Staphylococcus aureus/efeitos dos fármacos
7.
Blood ; 109(3): 1237-40, 2007 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-17008533

RESUMO

Expression of a bcr-3 isoform of retinoic acid receptor alpha-promyelocytic leukemia (RARalpha-PML) in mice expressing a bcr-1 isoform of PML-RARalpha is associated with increased penetrance of murine acute promyelocytic leukemia (APL) and the frequent acquisition of an interstitial deletion of one copy of mouse chromosome 2 (del(2)). To determine whether the isoform of RARalpha-PML is important for these effects, we created mice that expressed a bcr-1 isoform of RARalpha-PML. Coexpression with the bcr-1 isoform of PML-RARalpha did not increase the penetrance of APL (7 of 45 animals developed APL with PML-RARalpha alone vs 12 of 44 with both transgenes; P=.19). Furthermore, the frequency of del(2) in APL cells from doubly transgenic mice was not different from that of mice expressing PML-RARalpha alone (3 of 6 vs 6 of 12, respectively-P=1.38-compared with 11 of 11 for mice coexpressing PML-RARalpha and bcr-3 RARalpha-PML). The bcr-1 and bcr-3 isoforms of RARalpha-PML, therefore, have different biological activities that may be relevant for the pathogenesis of murine APL.


Assuntos
Deleção Cromossômica , Leucemia Promielocítica Aguda/genética , Proteínas de Fusão Oncogênica/genética , Penetrância , Proteínas Proto-Oncogênicas c-bcr/genética , Animais , Cromossomos de Mamíferos , Expressão Gênica , Predisposição Genética para Doença , Leucemia Promielocítica Aguda/etiologia , Camundongos , Isoformas de Proteínas
8.
Genetics ; 171(3): 1057-81, 2005 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-15965261

RESUMO

Dominant mutations in the Ret receptor tyrosine kinase lead to the familial cancer syndrome multiple endocrine neoplasia type 2 (MEN2). Mammalian tissue culture studies suggest that RetMEN2 mutations significantly alter Ret-signaling properties, but the precise mechanisms by which RetMEN2 promotes tumorigenesis remain poorly understood. To determine the signal transduction pathways required for RetMEN2 activity, we analyzed analogous mutations in the Drosophila Ret ortholog dRet. Overexpressed dRetMEN2 isoforms targeted to the developing retina led to aberrant cell proliferation, inappropriate cell fate specification, and excessive Ras pathway activation. Genetic analysis indicated that dRetMEN2 acts through the Ras-ERK, Src, and Jun kinase pathways. A genetic screen for mutations that dominantly suppress or enhance dRetMEN2 phenotypes identified new genes that are required for the phenotypic outcomes of dRetMEN2 activity. Finally, we identified human orthologs for many of these genes and examined their status in human tumors. Two of these loci showed loss of heterozygosity (LOH) within both sporadic and MEN2-associated pheochromocytomas, suggesting that they may contribute to Ret-dependent oncogenesis.


Assuntos
Modelos Animais de Doenças , Drosophila/genética , Neoplasia Endócrina Múltipla Tipo 2a/genética , Sequência de Aminoácidos , Animais , Drosophila/crescimento & desenvolvimento , Humanos , Proteínas Quinases JNK Ativadas por Mitógeno/genética , Proteínas Quinases JNK Ativadas por Mitógeno/metabolismo , Dados de Sequência Molecular , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Proteínas Proto-Oncogênicas c-ret/genética , Proteínas Proto-Oncogênicas c-ret/metabolismo , Proteínas Proto-Oncogênicas pp60(c-src)/genética , Proteínas Proto-Oncogênicas pp60(c-src)/metabolismo , Retina/crescimento & desenvolvimento , Retina/metabolismo , Proteínas ras/genética , Proteínas ras/metabolismo
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