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1.
Am J Physiol Gastrointest Liver Physiol ; 320(4): G439-G449, 2021 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-33501884

RESUMO

Hepatic fibrosis stage is the most important determinant of outcomes in patients with nonalcoholic fatty liver disease (NAFLD). There is an urgent need for noninvasive tests that can accurately stage fibrosis and determine efficacy of interventions. Here, we describe a novel cell-free (cf)-mRNA sequencing approach that can accurately and reproducibly profile low levels of circulating mRNAs and evaluate the feasibility of developing a cf-mRNA-based NAFLD fibrosis classifier. Using separate discovery and validation cohorts with biopsy-confirmed NAFLD (n = 176 and 59, respectively) and healthy subjects (n = 23), we performed serum cf-mRNA RNA-Seq profiling. Differential expression analysis identified 2,498 dysregulated genes between patients with NAFLD and healthy subjects and 134 fibrosis-associated genes in patients with NAFLD. Comparison between cf-mRNA and liver tissue transcripts revealed significant overlap of fibrosis-associated genes and pathways indicating that the circulating cf-mRNA transcriptome reflects molecular changes in the livers of patients with NAFLD. In particular, metabolic and immune pathways reflective of known underlying steatosis and inflammation were highly dysregulated in the cf-mRNA profile of patients with advanced fibrosis. Finally, we used an elastic net ordinal logistic model to develop a classifier that predicts clinically significant fibrosis (F2-F4). In an independent cohort, the cf-mRNA classifier was able to identify 50% of patients with at least 90% probability of clinically significant fibrosis. We demonstrate a novel and robust cf-mRNA-based RNA-Seq platform for noninvasive identification of diverse hepatic molecular disruptions and for fibrosis staging with promising potential for clinical trials and clinical practice.NEW & NOTEWORTHY This work is the first study, to our knowledge, to utilize circulating cell-free mRNA sequencing to develop an NAFLD diagnostic classifier.


Assuntos
Ácidos Nucleicos Livres/genética , Perfilação da Expressão Gênica , Hepatopatia Gordurosa não Alcoólica/genética , RNA Mensageiro/genética , RNA-Seq , Transcriptoma , Biópsia , Ácidos Nucleicos Livres/sangue , Estudos de Viabilidade , Humanos , Hepatopatia Gordurosa não Alcoólica/sangue , Hepatopatia Gordurosa não Alcoólica/patologia , Valor Preditivo dos Testes , Estudos Prospectivos , RNA Mensageiro/sangue , Reprodutibilidade dos Testes , Estudos Retrospectivos , Índice de Gravidade de Doença
2.
Lab Invest ; 96(3): 264-9, 2016 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-26568292

RESUMO

Archived tumor specimens, particularly those collected by large cooperative groups and trials, provide a wealth of material for post hoc clinical investigation. As these tissues are rigorously collected and preserved for many decades, subsequent use of the specimens to answer clinical questions must rely on the assumption that expression and detection of target biomarkers are not degraded with time. To test this assumption, we measured the expression of estrogen receptor (ER), human epidermal growth receptor 2 (HER2), and Ki67 in human breast carcinoma using quantitative immunofluorescence (QIF) in a series of formalin-fixed paraffin-embedded (FFPE) tissues from 1295 individual patients preserved for 7 to 53 years in four cohorts on tissue microarrays. Protein expression was measured using the automated quantitative analysis method for QIF. Change in quantitative protein expression over time was estimated in positive cases using both Pearson's correlation and a polynomial regression analysis with a random effects model. The average signal decreased with preservation time for all biomarkers measured. For ER and HER2, there was an average of 10% signal loss after 9.9 years and 8.5 years, respectively, compared with the most recent tissue. Detection of Ki67 expression was lost more rapidly, with 10% signal loss in just 4.5 years. Overall, these results demonstrate the need for adjustment of tissue age when studying FFPE biospecimens. The rate of antigenicity loss is biomarker specific and should be considered as an important variable for studies using archived tissues.


Assuntos
Neoplasias da Mama/química , Antígeno Ki-67/análise , Receptor ErbB-2/análise , Receptores de Estrogênio/análise , Biomarcadores Tumorais , Neoplasias da Mama/imunologia , Estudos de Coortes , Feminino , Imunofluorescência , Humanos , Queratinas/análise , Inclusão em Parafina , Análise Serial de Tecidos , Preservação de Tecido
3.
Hepatol Commun ; 7(6)2023 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-37219869

RESUMO

BACKGROUND: Primary sclerosing cholangitis (PSC) is a rare chronic cholestatic liver disease characterized by multifocal bile duct strictures. To date, underlying molecular mechanisms of PSC remain unclear, and therapeutic options are limited. METHODS: We performed cell-free messenger RNA (cf-mRNA) sequencing to characterize the circulating transcriptome of PSC and noninvasively investigate potentially bioactive signals that are associated with PSC. Serum cf-mRNA profiles were compared among 50 individuals with PSC, 20 healthy controls, and 235 individuals with NAFLD. Tissue and cell type-of-origin genes that are dysregulated in subjects with PSC were evaluated. Subsequently, diagnostic classifiers were developed using PSC dysregulated cf-mRNA genes. RESULTS: Differential expression analysis of the cf-mRNA transcriptomes of PSC and healthy controls resulted in identification of 1407 dysregulated genes. Furthermore, differentially expressed genes between PSC and healthy controls or NAFLD shared common genes known to be involved in liver pathophysiology. In particular, genes from liver- and specific cell type-origin, including hepatocyte, HSCs, and KCs, were highly abundant in cf-mRNA of subjects with PSC. Gene cluster analysis revealed that liver-specific genes dysregulated in PSC form a distinct cluster, which corresponded to a subset of the PSC subject population. Finally, we developed a cf-mRNA diagnostic classifier using liver-specific genes that discriminated PSC from healthy control subjects using gene transcripts of liver origin. CONCLUSIONS: Blood-based whole-transcriptome cf-mRNA profiling revealed high abundance of liver-specific genes in sera of subjects with PSC, which may be used to diagnose patients with PSC. We identified several unique cf-mRNA profiles of subjects with PSC. These findings may also have utility for noninvasive molecular stratification of subjects with PSC for pharmacotherapy safety and response studies.


Assuntos
Ácidos Nucleicos Livres , Colangite Esclerosante , Colestase , Hepatopatia Gordurosa não Alcoólica , Humanos , Secretoma , RNA Mensageiro
4.
EBioMedicine ; 83: 104242, 2022 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-36054939

RESUMO

BACKGROUND: Inflammatory and immune responses are essential and dynamic biological processes that protect the body against acute and chronic adverse stimuli. While conventional protein markers have been used to evaluate systemic inflammatory response, the immunological response to stimulation is complex and involves modulation of a large set of genes and interacting signalling pathways of innate and adaptive immune systems. There is a need for a non-invasive tool that can comprehensively evaluate and monitor molecular dysregulations associated with inflammatory and immune responses in circulation and in inaccessible solid organs. METHODS: Here we utilized cell-free messenger RNA (cf-mRNA) RNA-Seq whole transcriptome profiling and computational biology to temporally assess lipopolysaccharide (LPS) induced and JAK inhibitor modulated inflammatory and immune responses in mouse plasma samples. FINDINGS: Cf-mRNA profiling displayed a pattern of systemic immune responses elicited by LPS and dysregulation of associated pathways. Moreover, attenuation of several inflammatory pathways, including STAT and interferon pathways, were observed following the treatment of JAK inhibitor. We further identified the dysregulation of liver-specific transcripts in cf-mRNA which reflected changes in the gene-expression pattern in this generally inaccessible biological compartment. INTERPRETATION: Using a preclinical mouse model, we demonstrated the potential of plasma cf-mRNA profiling for systemic and organ-specific characterization of drug-induced molecular alterations that are associated with inflammatory and immune responses. FUNDING: Molecular Stethoscope.


Assuntos
Ácidos Nucleicos Livres , Inibidores de Janus Quinases , Animais , Comunicação Celular , Perfilação da Expressão Gênica , Interferons , Lipopolissacarídeos/efeitos adversos , Camundongos , RNA Mensageiro/genética
5.
J Natl Compr Canc Netw ; 9 Suppl 6: S1-16, 2011 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-22203777

RESUMO

Personalized medicine in oncology is maturing and evolving rapidly, and the use of molecular biomarkers in clinical decision-making is growing. This raises important issues regarding the safe, effective, and efficient deployment of molecular tests to guide appropriate care, specifically regarding laboratory-developed tests and companion diagnostics. In May 2011, NCCN assembled a work group composed of thought leaders from NCCN Member Institutions and other organizations to identify challenges and provide guidance regarding molecular testing in oncology and its corresponding utility from clinical, scientific, and coverage policy standpoints. The NCCN Molecular Testing Work Group identified challenges surrounding molecular testing, including health care provider knowledge, determining clinical utility, coding and billing for molecular tests, maintaining clinical and analytic validity of molecular tests, efficient use of specimens, and building clinical evidence.


Assuntos
Oncologia/normas , Biologia Molecular/métodos , Biologia Molecular/normas , Neoplasias/diagnóstico , Neoplasias/genética , Biomarcadores Tumorais/análise , Humanos , Oncologia/métodos , Oncologia/tendências , Biologia Molecular/tendências
6.
Nat Commun ; 11(1): 400, 2020 01 21.
Artigo em Inglês | MEDLINE | ID: mdl-31964864

RESUMO

Circulating cell-free mRNA (cf-mRNA) holds great promise as a non-invasive diagnostic biomarker. However, cf-mRNA composition and its potential clinical applications remain largely unexplored. Here we show, using Next Generation Sequencing-based profiling, that cf-mRNA is enriched in transcripts derived from the bone marrow compared to circulating cells. Further, longitudinal studies involving bone marrow ablation followed by hematopoietic stem cell transplantation in multiple myeloma and acute myeloid leukemia patients indicate that cf-mRNA levels reflect the transcriptional activity of bone marrow-resident hematopoietic lineages during bone marrow reconstitution. Mechanistically, stimulation of specific bone marrow cell populations in vivo using growth factor pharmacotherapy show that cf-mRNA reflects dynamic functional changes over time associated with cellular activity. Our results shed light on the biology of the circulating transcriptome and highlight the potential utility of cf-mRNA to non-invasively monitor bone marrow involved pathologies.


Assuntos
Biomarcadores Tumorais/isolamento & purificação , Medula Óssea/patologia , Ácidos Nucleicos Livres/isolamento & purificação , Leucemia Mieloide Aguda/diagnóstico , Mieloma Múltiplo/diagnóstico , RNA Mensageiro/isolamento & purificação , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores Tumorais/sangue , Biomarcadores Tumorais/genética , Medula Óssea/efeitos dos fármacos , Ácidos Nucleicos Livres/sangue , Ácidos Nucleicos Livres/genética , Estudos de Viabilidade , Perfilação da Expressão Gênica/métodos , Fator Estimulador de Colônias de Granulócitos/administração & dosagem , Transplante de Células-Tronco Hematopoéticas/métodos , Células-Tronco Hematopoéticas/efeitos dos fármacos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Leucemia Mieloide Aguda/sangue , Leucemia Mieloide Aguda/patologia , Leucemia Mieloide Aguda/terapia , Estudos Longitudinais , Pessoa de Meia-Idade , Mieloma Múltiplo/sangue , Mieloma Múltiplo/patologia , Mieloma Múltiplo/terapia , RNA Mensageiro/sangue , RNA Mensageiro/genética , Análise de Sequência de RNA/métodos , Resultado do Tratamento , Adulto Jovem
7.
Leuk Lymphoma ; 47(10): 2194-202, 2006 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-17071495

RESUMO

B-cell chronic lymphocytic leukemia [CLL] is characterized by active accumulation of clonal CD5+/CD19+/CD23+ B cells. Individualized characterization of patient cell resistance/sensitivity to specific agents can provide important information to guide therapy selection. We have utilized optophoresis, which is a technique for the analysis of the motion of cells within a moving optical gradient field. It detects the broad cellular changes associated with apoptosis based on physical characteristics of the cell, such as morphology, size, refractive index, density, and surface properties. We analyzed peripheral blood samples from 62 CLL patients in the presence of varying concentrations of chemotherapeutic agents. Optophoresis and a more conventional measurement of cell death were utilized. The outcome of ex vivo drug resistance using optophoresis was compared to clinical response in 30 patients for which there was clinical outcome data available. The overall accuracy of optophoresis in reflecting clinical response was 80%. It has advantages over alternative methods of determining chemoresistance including the ability to evaluate very small sample sizes and ability to work in mixed-cell populations. Changes in cell physical characteristics in response to chemotherapy, as measured by optophoresis is an accurate method for predicting chemosensitivity ex vivo in CLL.


Assuntos
Antineoplásicos/farmacologia , Leucemia Linfocítica Crônica de Células B/tratamento farmacológico , Leucemia Linfocítica Crônica de Células B/patologia , Técnicas Analíticas Microfluídicas/instrumentação , Micromanipulação/instrumentação , Microscopia de Vídeo/métodos , Estimulação Física/instrumentação , Trifosfato de Adenosina/química , Trifosfato de Adenosina/metabolismo , Monitoramento de Medicamentos , Ensaios de Seleção de Medicamentos Antitumorais , Corantes Fluorescentes/farmacologia , Humanos , Linfócitos/citologia , Linfócitos/metabolismo , Técnicas Analíticas Microfluídicas/métodos , Micromanipulação/métodos , Estimulação Física/métodos , Curva ROC , Sensibilidade e Especificidade , Resultado do Tratamento
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