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

RESUMEN

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.


Asunto(s)
Ácidos Nucleicos Libres de Células/genética , Perfilación de la Expresión Génica , Enfermedad del Hígado Graso no Alcohólico/genética , ARN Mensajero/genética , RNA-Seq , Transcriptoma , Biopsia , Ácidos Nucleicos Libres de Células/sangre , Estudios de Factibilidad , Humanos , Enfermedad del Hígado Graso no Alcohólico/sangre , Enfermedad del Hígado Graso no Alcohólico/patología , Valor Predictivo de las Pruebas , Estudios Prospectivos , ARN Mensajero/sangre , Reproducibilidad de los Resultados , Estudios Retrospectivos , Índice de Severidad de la Enfermedad
2.
N Engl J Med ; 370(9): 799-808, 2014 Feb 27.
Artículo en Inglés | MEDLINE | ID: mdl-24571752

RESUMEN

BACKGROUND: In high-risk pregnant women, noninvasive prenatal testing with the use of massively parallel sequencing of maternal plasma cell-free DNA (cfDNA testing) accurately detects fetal autosomal aneuploidy. Its performance in low-risk women is unclear. METHODS: At 21 centers in the United States, we collected blood samples from women with singleton pregnancies who were undergoing standard aneuploidy screening (serum biochemical assays with or without nuchal translucency measurement). We performed massively parallel sequencing in a blinded fashion to determine the chromosome dosage for each sample. The primary end point was a comparison of the false positive rates of detection of fetal trisomies 21 and 18 with the use of standard screening and cfDNA testing. Birth outcomes or karyotypes were the reference standard. RESULTS: The primary series included 1914 women (mean age, 29.6 years) with an eligible sample, a singleton fetus without aneuploidy, results from cfDNA testing, and a risk classification based on standard screening. For trisomies 21 and 18, the false positive rates with cfDNA testing were significantly lower than those with standard screening (0.3% vs. 3.6% for trisomy 21, P<0.001; and 0.2% vs. 0.6% for trisomy 18, P=0.03). The use of cfDNA testing detected all cases of aneuploidy (5 for trisomy 21, 2 for trisomy 18, and 1 for trisomy 13; negative predictive value, 100% [95% confidence interval, 99.8 to 100]). The positive predictive values for cfDNA testing versus standard screening were 45.5% versus 4.2% for trisomy 21 and 40.0% versus 8.3% for trisomy 18. CONCLUSIONS: In a general obstetrical population, prenatal testing with the use of cfDNA had significantly lower false positive rates and higher positive predictive values for detection of trisomies 21 and 18 than standard screening. (Funded by Illumina; ClinicalTrials.gov number, NCT01663350.).


Asunto(s)
Síndrome de Down/diagnóstico , Pruebas Genéticas/métodos , Secuenciación de Nucleótidos de Alto Rendimiento , Diagnóstico Prenatal/métodos , Trisomía/diagnóstico , Adulto , Aneuploidia , Trastornos de los Cromosomas/diagnóstico , Trastornos de los Cromosomas/genética , Cromosomas Humanos Par 13/genética , Cromosomas Humanos Par 18/genética , Síndrome de Down/genética , Reacciones Falso Positivas , Femenino , Humanos , Pruebas de Detección del Suero Materno , Medida de Translucencia Nucal , Plasma , Valor Predictivo de las Pruebas , Embarazo , Factores de Riesgo , Análisis de Secuencia de ADN/métodos , Trisomía/genética , Síndrome de la Trisomía 13 , Síndrome de la Trisomía 18
3.
Am J Hum Genet ; 92(2): 167-76, 2013 Feb 07.
Artículo en Inglés | MEDLINE | ID: mdl-23313373

RESUMEN

The purpose of this study was to determine the deep sequencing and analytic conditions needed to detect fetal subchromosome abnormalities across the genome from a maternal blood sample. Cell-free (cf) DNA was isolated from the plasma of 11 pregnant women carrying fetuses with subchromosomal duplications and deletions, translocations, mosaicism, and trisomy 20 diagnosed by metaphase karyotype. Massively parallel sequencing (MPS) was performed with 25-mer tags at approximately 10(9) tags per sample and mapped to reference human genome assembly hg19. Tags were counted and normalized to fixed genome bin sizes of 1 Mb or 100 kb to detect statistically distinct copy-number changes compared to the reference. All seven cases of microdeletions, duplications, translocations, and the trisomy 20 were detected blindly by MPS, including a microdeletion as small as 300 kb. In two of these cases in which the metaphase karyotype showed additional material of unknown origin, MPS identified both the translocation breakpoint and the chromosomal origin of the additional material. In the four mosaic cases, the subchromosomal abnormality was not demonstrated by MPS. This work shows that in nonmosaic cases, it is possible to obtain a fetal molecular karyotype by MPS of maternal plasma cfDNA that is equivalent to a chromosome microarray and in some cases is better than a metaphase karyotype. This approach combines the advantage of enhanced fetal genomic resolution with the improved safety of a noninvasive maternal blood test.


Asunto(s)
Aberraciones Cromosómicas , ADN/sangre , Feto/metabolismo , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Aneuploidia , Deleción Cromosómica , Duplicación Cromosómica/genética , Cromosomas Humanos Par 21/genética , Cromosomas Humanos Par 22/genética , Cromosomas Humanos Par 7/genética , Variaciones en el Número de Copia de ADN/genética , Femenino , Humanos , Cariotipificación , Masculino , Mosaicismo , Embarazo , Translocación Genética
4.
Clin Chem ; 60(1): 243-50, 2014 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-24046201

RESUMEN

BACKGROUND: Noninvasive prenatal testing based on massively parallel sequencing (MPS) of cell-free DNA in maternal plasma has become rapidly integrated into clinical practice for detecting fetal chromosomal aneuploidy. We directly determined the fetal fraction (FF) from results obtained with MPS tag counting and examined the relationships of FF to such biological parameters as fetal karyotype and maternal demographics. METHODS: FF was determined from samples previously collected for the MELISSA (Maternal Blood Is Source to Accurately Diagnose Fetal Aneuploidy) study. Samples were resequenced, analyzed blindly, and aligned to the human genome (assembly hg19). FF was calculated in pregnancies with male or aneuploid fetuses by means of an equation that incorporated the ratio of the tags in these samples to those of a euploid training set. RESULTS: The mean (SD) FF from euploid male pregnancies was 0.126 (0.052) (n = 160). Weak but statistically significant correlations were found between FF and the maternal body mass index (r(2) = 0.18; P = 2.3 × 10(-8)) and between FF and gestational age (r(2) = 0.02; P = 0.047). No relationship with maternal ethnicity or age was observed. Mean FF values for trisomies 21 (n = 90), 18 (n = 38), and 13 (n = 16) and for monosomy X (n = 20) were 0.135 (0.051), 0.089 (0.039), 0.090 (0.062), and 0.106 (0.045), respectively. CONCLUSIONS: MPS tag-count data can be used to determine FF directly and accurately. Compared with male euploid fetuses, the FF is higher in maternal plasma when the fetus has trisomy 21 and is lower when the fetus has trisomy 18, 13, or monosomy X. The different biologies of these aneuploidies have practical implications for the determination of cutoff values, which in turn will affect the diagnostic sensitivity and specificity of the test.


Asunto(s)
Sistema Libre de Células , Trastornos de los Cromosomas/diagnóstico , ADN/sangre , Síndrome de Down/diagnóstico , Pruebas Genéticas/métodos , Trisomía/diagnóstico , Síndrome de Turner/diagnóstico , Cromosomas Humanos Par 13 , Cromosomas Humanos Par 18 , Femenino , Feto/citología , Humanos , Masculino , Embarazo , Diagnóstico Prenatal , Sensibilidad y Especificidad , Síndrome de la Trisomía 13 , Síndrome de la Trisomía 18
5.
Prenat Diagn ; 33(6): 569-74, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23592485

RESUMEN

OBJECTIVE: The aim of this study is to report the experience of noninvasive prenatal DNA testing using massively parallel sequencing in an accredited clinical laboratory. METHODS: Laboratory information was examined for blood samples received for testing between February and November 2012 for chromosome 21 (Chr21), Chr18, and Chr13. Monosomy X (MX) testing was available from July 2012 for cystic hygroma indication. Outcomes were collected from providers on samples with positive results. RESULTS: There were 5974 samples tested, and results were issued within an average of 5.1 business days. Aneuploidy was detected in 284 (4.8%) samples (155 Chr21, 66 Chr18, 19 Chr13, 40 MX, and four double aneuploidy). Follow-ups are available for 245/284 (86%), and 77/284 (27.1%) are confirmed, including one double-aneuploidy case concordant with cytogenetics from maternal malignancy. Fourteen (0.2%) discordant (putative false-positive) results (one Chr21, six Chr18, three Chr13, three MX, and one Chr21/13) have been identified. Five (0.08%) false-negative cases are reported (two trisomy 21, two trisomy 18, and one MX). In 170 (2.8%) cases, the result for a single chromosome was indefinite. CONCLUSIONS: This report suggests that clinical testing of maternal cell-free DNA for fetal aneuploidy operates within performance parameters established in validation studies. Noninvasive prenatal testing is sensitive to biological contributions from placental and maternal sources.


Asunto(s)
Aneuploidia , ADN/sangre , ADN/genética , Diagnóstico Prenatal/métodos , Adolescente , Adulto , Eficiencia Organizacional , Femenino , Feto/metabolismo , Pruebas Genéticas/métodos , Pruebas Genéticas/estadística & datos numéricos , Humanos , Laboratorios de Hospital/organización & administración , Persona de Mediana Edad , Madres , Embarazo/sangre , Diagnóstico Prenatal/estadística & datos numéricos , Estudios Retrospectivos , Adulto Joven
8.
Clin Chem ; 57(7): 1042-9, 2011 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-21519036

RESUMEN

BACKGROUND: Massively parallel DNA sequencing of cell-free fetal DNA from maternal blood can detect fetal chromosomal abnormalities. Although existing algorithms focus on the detection of fetal trisomy 21 (T21), these same algorithms have difficulty detecting trisomy 18 (T18). METHODS: Blood samples were collected from 1014 patients at 13 US clinic locations before they underwent an invasive prenatal procedure. All samples were processed to plasma, and the DNA extracted from 119 samples underwent massively parallel DNA sequencing. Fifty-three sequenced samples came from women with an abnormal fetal karyotype. To minimize the intra- and interrun sequencing variation, we developed an optimized algorithm by using normalized chromosome values (NCVs) from the sequencing data on a training set of 71 samples with 26 abnormal karyotypes. The classification process was then evaluated on an independent test set of 48 samples with 27 abnormal karyotypes. RESULTS: Mapped sites for chromosomes of interest in the sequencing data from the training set were normalized individually by calculating the ratio of the number of sites on the specified chromosome to the number of sites observed on an optimized normalizing chromosome (or chromosome set). Threshold values for trisomy or sex chromosome classification were then established for all chromosomes of interest, and a classification schema was defined. Sequencing of the independent test set led to 100% correct classification of T21 (13 of 13) and T18 (8 of 8) samples. Other chromosomal abnormalities were also identified. CONCLUSION: Massively parallel sequencing is capable of detecting multiple fetal chromosomal abnormalities from maternal plasma when an optimized algorithm is used.


Asunto(s)
Aberraciones Cromosómicas , Cromosomas Humanos/genética , ADN/genética , Feto , Diagnóstico Prenatal/métodos , Adolescente , Adulto , Algoritmos , Sistema Libre de Células , Cromosomas Humanos Par 13/genética , Cromosomas Humanos Par 18/genética , Cromosomas Humanos Par 21/genética , ADN/sangre , Femenino , Humanos , Persona de Mediana Edad , Embarazo , Análisis de Secuencia de ADN , Cromosomas Sexuales/genética , Trisomía/diagnóstico , Gemelos , Adulto Joven
9.
Obstet Gynecol ; 121(5): 1057-1062, 2013 May.
Artículo en Inglés | MEDLINE | ID: mdl-23635743

RESUMEN

OBJECTIVE: To estimate the accuracy and potential clinical effect of using massively parallel sequencing of maternal plasma DNA to detect fetal aneuploidy in a cohort of pregnant women carrying fetuses with nuchal cystic hygroma. METHODS: The MatErnal BLood IS Source to Accurately diagnose fetal aneuploidy (MELISSA) study database was queried to identify eligible patients carrying fetuses with cystic hygroma (n=113) based on clinical ultrasonographic examination reports near enrollment. Archived plasma samples were newly sequenced and normalized chromosome values were determined. Aneuploidy classifications for chromosomes 21, 18, 13, and X were made using the massively parallel sequencing data by laboratory personnel blinded to fetal karyotype and compared for analysis. RESULTS: : Sixty-nine of 113 (61%) patients had fetuses with abnormal karyotypes, including trisomy 21 (n=30), monosomy X (n=21), trisomy 18 (n=10), trisomy 13 (n=4), and other (n=4). There were 44 euploid cases; none was called positive for aneuploidy. The massively parallel sequencing detection rates were as follows: T21: 30 of 30, T18: 10 of 10, T13: three of four, and monosomy X: 20 of 21, including two complex mosaic cases. Overall, using massively parallel sequencing results of the four studied chromosomes, 107 of 113 (95%, 95% confidence interval [CI] 88.8-98.0) cases were accurately called by massively parallel sequencing, including 63 of 65 (97%, 95% CI 89.3-99.6) of cases of whole chromosome aneuploidy. CONCLUSION: : Massively parallel sequencing provides an accurate way of detecting the most prevalent aneuploidies associated with cystic hygroma. Massively parallel sequencing could advance prenatal care by providing alternative point-of-care noninvasive testing for pregnant women who either decline or do not have access to an invasive procedure. CLINICAL TRIAL REGISTRATION: ClinicalTrials.gov, www.clinicaltrials.gov, NCT01122524. LEVEL OF EVIDENCE: II.


Asunto(s)
ADN de Neoplasias/sangre , Enfermedades Fetales/genética , Neoplasias de Cabeza y Cuello/genética , Linfangioma Quístico/genética , Adolescente , Adulto , Femenino , Humanos , Embarazo , Análisis de Secuencia de ADN/métodos , Adulto Joven
10.
Obstet Gynecol ; 119(5): 890-901, 2012 May.
Artículo en Inglés | MEDLINE | ID: mdl-22362253

RESUMEN

OBJECTIVE: To prospectively determine the diagnostic accuracy of massively parallel sequencing to detect whole chromosome fetal aneuploidy from maternal plasma. METHODS: Blood samples were collected in a prospective, blinded study from 2,882 women undergoing prenatal diagnostic procedures at 60 U.S. sites. An independent biostatistician selected all singleton pregnancies with any abnormal karyotype and a balanced number of randomly selected pregnancies with euploid karyotypes. Chromosome classifications were made for each sample by massively parallel sequencing and compared with fetal karyotype. RESULTS: Within an analysis cohort of 532 samples, the following were classified correctly: 89 of 89 trisomy 21 cases (sensitivity 100%, 95% [confidence interval] CI 95.9-100), 35 of 36 trisomy 18 cases (sensitivity 97.2%, 95% CI 85.5-99.9), 11 of 14 trisomy 13 cases (sensitivity 78.6%, 95% CI 49.2-95.3), [corrected] 232 of 233 females (sensitivity 99.6%, 95% CI 97.6 to more than 99.9), 184 of 184 males (sensitivity 100%, 95% CI 98.0-100), and 15 of 16 monosomy X cases (sensitivity 93.8%, 95% CI 69.8-99.8). There were no false-positive results for autosomal aneuploidies (100% specificity, 95% CI more than 98.5 to 100). In addition, fetuses with mosaicism for trisomy 21 (3/3), trisomy 18 (1/1), and monosomy X (2/7), three cases of translocation trisomy, two cases of other autosomal trisomies (20 and 16), and other sex chromosome aneuploidies (XXX, XXY, and XYY) were classified correctly. CONCLUSION: This prospective study demonstrates the efficacy of massively parallel sequencing of maternal plasma DNA to detect fetal aneuploidy for multiple chromosomes across the genome. The high sensitivity and specificity for the detection of trisomies 21, 18, 13, and monosomy X suggest that massively parallel sequencing can be incorporated into existing aneuploidy screening algorithms to reduce unnecessary invasive procedures. CLINICAL TRIAL REGISTRATION: ClinicalTrials.gov, www.clinicaltrials.gov, NCT01122524. LEVEL OF EVIDENCE: II.


Asunto(s)
Aneuploidia , Trastornos de los Cromosomas/diagnóstico , Secuenciación de Nucleótidos de Alto Rendimiento , Diagnóstico Prenatal/métodos , Análisis de Secuencia de ADN , Adolescente , Adulto , Estudios de Casos y Controles , Trastornos de los Cromosomas/sangre , Trastornos de los Cromosomas/genética , Femenino , Humanos , Cariotipificación , Masculino , Persona de Mediana Edad , Embarazo , Estudios Prospectivos , Sensibilidad y Especificidad , Método Simple Ciego , Adulto Joven
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