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1.
Nature ; 632(8027): 995-1008, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38862027

RESUMEN

The recent acceleration of commercial, private and multi-national spaceflight has created an unprecedented level of activity in low Earth orbit, concomitant with the largest-ever number of crewed missions entering space and preparations for exploration-class (lasting longer than one year) missions. Such rapid advancement into space from many new companies, countries and space-related entities has enabled a 'second space age'. This era is also poised to leverage, for the first time, modern tools and methods of molecular biology and precision medicine, thus enabling precision aerospace medicine for the crews. The applications of these biomedical technologies and algorithms are diverse, and encompass multi-omic, single-cell and spatial biology tools to investigate human and microbial responses to spaceflight. Additionally, they extend to the development of new imaging techniques, real-time cognitive assessments, physiological monitoring and personalized risk profiles tailored for astronauts. Furthermore, these technologies enable advancements in pharmacogenomics, as well as the identification of novel spaceflight biomarkers and the development of corresponding countermeasures. In this Perspective, we highlight some of the recent biomedical research from the National Aeronautics and Space Administration, Japan Aerospace Exploration Agency, European Space Agency and other space agencies, and detail the entrance of the commercial spaceflight sector (including SpaceX, Blue Origin, Axiom and Sierra Space) into aerospace medicine and space biology, the first aerospace medicine biobank, and various upcoming missions that will utilize these tools to ensure a permanent human presence beyond low Earth orbit, venturing out to other planets and moons.


Asunto(s)
Medicina Aeroespacial , Astronautas , Multiómica , Vuelo Espacial , Humanos , Medicina Aeroespacial/métodos , Medicina Aeroespacial/tendencias , Bancos de Muestras Biológicas , Biomarcadores/metabolismo , Biomarcadores/análisis , Cognición , Internacionalidad , Monitoreo Fisiológico/métodos , Monitoreo Fisiológico/tendencias , Multiómica/métodos , Multiómica/tendencias , Farmacogenética/métodos , Farmacogenética/tendencias , Medicina de Precisión/métodos , Medicina de Precisión/tendencias , Vuelo Espacial/métodos , Vuelo Espacial/tendencias
2.
Cell ; 155(5): 1178-87, 2013 Nov 21.
Artículo en Inglés | MEDLINE | ID: mdl-24267896

RESUMEN

There are few substantive methods to measure the health of the immune system, and the connection between immune strength and the viral component of the microbiome is poorly understood. Organ transplant recipients are treated with posttransplant therapies that combine immunosuppressive and antiviral drugs, offering a window into the effects of immune modulation on the virome. We used sequencing of cell-free DNA in plasma to investigate drug-virome interactions in a cohort of organ transplant recipients (656 samples, 96 patients) and find that antivirals and immunosuppressants strongly affect the structure of the virome in plasma. We observe marked virome compositional dynamics at the onset of the therapy and find that the total viral load increases with immunosuppression, whereas the bacterial component of the microbiome remains largely unaffected. The data provide insight into the relationship between the human virome, the state of the immune system, and the effects of pharmacological treatment and offer a potential application of the virome state to predict immunocompetence.


Asunto(s)
Antivirales/uso terapéutico , Sangre/virología , Trasplante de Corazón , Inmunosupresores/uso terapéutico , Trasplante de Pulmón , Virus/aislamiento & purificación , Adulto , Profilaxis Antibiótica , Sangre/microbiología , Niño , ADN/sangre , ADN/genética , Humanos , Virus/clasificación
3.
Proc Natl Acad Sci U S A ; 121(5): e2317418121, 2024 Jan 30.
Artículo en Inglés | MEDLINE | ID: mdl-38252830

RESUMEN

Ovulation is essential for reproductive success, yet the underlying cellular and molecular mechanisms are far from clear. Here, we applied high-resolution spatiotemporal transcriptomics to map out cell type- and ovulation stage-specific molecular programs as function of time during follicle maturation and ovulation in mice. Our analysis revealed dynamic molecular transitions within granulosa cell types that occur in tight coordination with mesenchymal cell proliferation. We identified molecular markers for the emerging cumulus cell fate during the preantral-to-antral transition. We describe transcriptional programs that respond rapidly to ovulation stimulation and those associated with follicle rupture, highlighting the prominent roles of apoptotic and metabolic pathways during the final stages of follicle maturation. We further report stage-specific oocyte-cumulus cell interactions and diverging molecular differentiation in follicles approaching ovulation. Collectively, this study provides insights into the cellular and molecular processes that regulate mouse ovarian follicle maturation and ovulation with important implications for advancing therapeutic strategies in reproductive medicine.


Asunto(s)
Ascomicetos , Ovario , Femenino , Animales , Ratones , Ovulación , Folículo Ovárico , Reproducción , Células de la Granulosa
4.
Proc Natl Acad Sci U S A ; 121(37): e2403897121, 2024 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-39240972

RESUMEN

Inflammatory syndromes, including those caused by infection, are a major cause of hospital admissions among children and are often misdiagnosed because of a lack of advanced molecular diagnostic tools. In this study, we explored the utility of circulating cell-free RNA (cfRNA) in plasma as an analyte for the differential diagnosis and characterization of pediatric inflammatory syndromes. We profiled cfRNA in 370 plasma samples from pediatric patients with a range of inflammatory conditions, including Kawasaki disease (KD), multisystem inflammatory syndrome in children (MIS-C), viral infections, and bacterial infections. We developed machine learning models based on these cfRNA profiles, which effectively differentiated KD from MIS-C-two conditions presenting with overlapping symptoms-with high performance [test area under the curve = 0.98]. We further extended this methodology into a multiclass machine learning framework that achieved 80% accuracy in distinguishing among KD, MIS-C, viral, and bacterial infections. We further demonstrated that cfRNA profiles can be used to quantify injury to specific tissues and organs, including the liver, heart, endothelium, nervous system, and the upper respiratory tract. Overall, this study identified cfRNA as a versatile analyte for the differential diagnosis and characterization of a wide range of pediatric inflammatory syndromes.


Asunto(s)
Ácidos Nucleicos Libres de Células , Aprendizaje Automático , Síndrome Mucocutáneo Linfonodular , Síndrome de Respuesta Inflamatoria Sistémica , Humanos , Niño , Síndrome de Respuesta Inflamatoria Sistémica/diagnóstico , Síndrome de Respuesta Inflamatoria Sistémica/sangre , Preescolar , Ácidos Nucleicos Libres de Células/sangre , Ácidos Nucleicos Libres de Células/genética , Masculino , Femenino , Síndrome Mucocutáneo Linfonodular/diagnóstico , Síndrome Mucocutáneo Linfonodular/sangre , Síndrome Mucocutáneo Linfonodular/genética , Diagnóstico Diferencial , Lactante , Inflamación/sangre , Infecciones Bacterianas/diagnóstico , Infecciones Bacterianas/sangre , Adolescente , Virosis/diagnóstico , Virosis/sangre , Virosis/genética , Biomarcadores/sangre , COVID-19/complicaciones
5.
Nature ; 588(7839): 676-681, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33268897

RESUMEN

Mapping the complex biogeography of microbial communities in situ with high taxonomic and spatial resolution poses a major challenge because of the high density1 and rich diversity2 of species in environmental microbiomes and the limitations of optical imaging technology3-6. Here we introduce high-phylogenetic-resolution microbiome mapping by fluorescence in situ hybridization (HiPR-FISH), a versatile technology that uses binary encoding, spectral imaging and decoding based on machine learning to create micrometre-scale maps of the locations and identities of hundreds of microbial species in complex communities. We show that 10-bit HiPR-FISH can distinguish between 1,023 isolates of Escherichia coli, each fluorescently labelled with a unique binary barcode. HiPR-FISH, in conjunction with custom algorithms for automated probe design and analysis of single-cell images, reveals the disruption of spatial networks in the mouse gut microbiome in response to treatment with antibiotics, and the longitudinal stability of spatial architectures in the human oral plaque microbiome. Combined with super-resolution imaging, HiPR-FISH shows the diverse strategies of ribosome organization that are exhibited by taxa in the human oral microbiome. HiPR-FISH provides a framework for analysing the spatial ecology of environmental microbial communities at single-cell resolution.


Asunto(s)
Hibridación Fluorescente in Situ/métodos , Microbiota , Algoritmos , Animales , Antibacterianos/farmacología , Biopelículas , Escherichia coli/clasificación , Escherichia coli/citología , Escherichia coli/genética , Escherichia coli/aislamiento & purificación , Microbioma Gastrointestinal/efectos de los fármacos , Humanos , Ratones , Microbiota/efectos de los fármacos , Boca/efectos de los fármacos , Boca/microbiología , Ribosomas/metabolismo , Análisis de la Célula Individual
6.
Annu Rev Biomed Eng ; 26(1): 169-195, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38346275

RESUMEN

This review delves into the rapidly evolving landscape of liquid biopsy technologies based on cell-free DNA (cfDNA) and cell-free RNA (cfRNA) and their increasingly prominent role in precision medicine. With the advent of high-throughput DNA sequencing, the use of cfDNA and cfRNA has revolutionized noninvasive clinical testing. Here, we explore the physical characteristics of cfDNA and cfRNA, present an overview of the essential engineering tools used by the field, and highlight clinical applications, including noninvasive prenatal testing, cancer testing, organ transplantation surveillance, and infectious disease testing. Finally, we discuss emerging technologies and the broadening scope of liquid biopsies to new areas of diagnostic medicine.


Asunto(s)
Ácidos Nucleicos Libres de Células , Secuenciación de Nucleótidos de Alto Rendimiento , ARN , Humanos , Biopsia Líquida/métodos , Ácidos Nucleicos Libres de Células/sangre , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Medicina de Precisión/métodos , Neoplasias/diagnóstico , Trasplante de Órganos , Femenino , Embarazo , Pruebas Prenatales no Invasivas/métodos
7.
Proc Natl Acad Sci U S A ; 119(4)2022 01 25.
Artículo en Inglés | MEDLINE | ID: mdl-35058359

RESUMEN

Allogeneic hematopoietic cell transplantation (HCT) provides effective treatment for hematologic malignancies and immune disorders. Monitoring of posttransplant complications is critical, yet current diagnostic options are limited. Here, we show that cell-free DNA (cfDNA) in blood is a versatile analyte for monitoring of the most important complications that occur after HCT: graft-versus-host disease (GVHD), a frequent immune complication of HCT, infection, relapse of underlying disease, and graft failure. We demonstrate that these therapeutic complications are informed from a single assay, low-coverage bisulfite sequencing of cfDNA, followed by disease-specific bioinformatic analyses. To inform GVHD, we profile cfDNA methylation marks to trace the cfDNA tissues-of-origin and to quantify tissue-specific injury. To inform infection, we implement metagenomic cfDNA profiling. To inform cancer relapse, we implement analyses of tumor-specific genomic aberrations. Finally, to detect graft failure, we quantify the proportion of donor- and recipient-specific cfDNA. We applied this assay to 170 plasma samples collected from 27 HCT recipients at predetermined timepoints before and after allogeneic HCT. We found that the abundance of solid-organ-derived cfDNA in the blood at 1 mo after HCT is predictive of acute GVHD (area under the curve, 0.88). Metagenomic profiling of cfDNA revealed the frequent occurrence of viral reactivation in this patient population. The fraction of donor-specific cfDNA was indicative of relapse and remission, and the fraction of tumor-specific cfDNA was informative of cancer relapse. This proof-of-principle study shows that cfDNA has the potential to improve the care of allogeneic HCT recipients by enabling earlier detection and better prediction of the complex array of complications that occur after HCT.


Asunto(s)
Ácidos Nucleicos Libres de Células , Dermatoglifia del ADN , Enfermedad Injerto contra Huésped/diagnóstico , Enfermedad Injerto contra Huésped/etiología , Trasplante de Células Madre Hematopoyéticas/efectos adversos , Biomarcadores , Metilación de ADN , Progresión de la Enfermedad , Enfermedad Injerto contra Huésped/sangre , Trasplante de Células Madre Hematopoyéticas/métodos , Humanos , Biopsia Líquida/métodos , Especificidad de Órganos/genética , Complicaciones Posoperatorias/sangre , Complicaciones Posoperatorias/diagnóstico , Complicaciones Posoperatorias/etiología , Recurrencia , Trasplante Homólogo
8.
Nat Methods ; 16(1): 59-62, 2019 01.
Artículo en Inglés | MEDLINE | ID: mdl-30559431

RESUMEN

We describe droplet-assisted RNA targeting by single-cell sequencing (DART-seq), a versatile technology that enables multiplexed amplicon sequencing and transcriptome profiling in single cells. We applied DART-seq to simultaneously characterize the non-A-tailed transcripts of a segmented dsRNA virus and the transcriptome of the infected cell. In addition, we used DART-seq to simultaneously determine the natively paired, variable region heavy and light chain amplicons and the transcriptome of B lymphocytes.


Asunto(s)
Perfilación de la Expresión Génica , Análisis de la Célula Individual/métodos , Transcriptoma , Animales , Linfocitos B/metabolismo , Línea Celular , Ratones , Reacción en Cadena en Tiempo Real de la Polimerasa , Transcripción Reversa
9.
Proc Natl Acad Sci U S A ; 116(37): 18738-18744, 2019 09 10.
Artículo en Inglés | MEDLINE | ID: mdl-31451660

RESUMEN

High-throughput metagenomic sequencing offers an unbiased approach to identify pathogens in clinical samples. Conventional metagenomic sequencing, however, does not integrate information about the host, which is often critical to distinguish infection from infectious disease, and to assess the severity of disease. Here, we explore the utility of high-throughput sequencing of cell-free DNA (cfDNA) after bisulfite conversion to map the tissue and cell types of origin of host-derived cfDNA, and to profile the bacterial and viral metagenome. We applied this assay to 51 urinary cfDNA isolates collected from a cohort of kidney transplant recipients with and without bacterial and viral infection of the urinary tract. We find that the cell and tissue types of origin of urinary cfDNA can be derived from its genome-wide profile of methylation marks, and strongly depend on infection status. We find evidence of kidney and bladder tissue damage due to viral and bacterial infection, respectively, and of the recruitment of neutrophils to the urinary tract during infection. Through direct comparison to conventional metagenomic sequencing as well as clinical tests of infection, we find this assay accurately captures the bacterial and viral composition of the sample. The assay presented here is straightforward to implement, offers a systems view into bacterial and viral infections of the urinary tract, and can find future use as a tool for the differential diagnosis of infection.


Asunto(s)
Ácidos Nucleicos Libres de Células/aislamiento & purificación , Interacciones Huésped-Patógeno/genética , Metagenoma/genética , Metagenómica/métodos , Complicaciones Posoperatorias/diagnóstico , Infecciones Urinarias/diagnóstico , Infecciones Bacterianas/diagnóstico , Infecciones Bacterianas/microbiología , Infecciones Bacterianas/orina , Biomarcadores/orina , Ácidos Nucleicos Libres de Células/genética , Ácidos Nucleicos Libres de Células/orina , Metilación de ADN/genética , ADN Bacteriano/genética , ADN Bacteriano/aislamiento & purificación , ADN Bacteriano/orina , ADN Viral/genética , ADN Viral/aislamiento & purificación , ADN Viral/orina , Diagnóstico Diferencial , Femenino , Secuenciación de Nucleótidos de Alto Rendimiento , Interacciones Huésped-Patógeno/inmunología , Humanos , Riñón/citología , Riñón/inmunología , Riñón/microbiología , Riñón/patología , Fallo Renal Crónico/cirugía , Trasplante de Riñón/efectos adversos , Masculino , Infiltración Neutrófila/inmunología , Complicaciones Posoperatorias/inmunología , Complicaciones Posoperatorias/microbiología , Complicaciones Posoperatorias/orina , Receptores de Trasplantes , Vejiga Urinaria/citología , Vejiga Urinaria/inmunología , Vejiga Urinaria/microbiología , Vejiga Urinaria/patología , Infecciones Urinarias/inmunología , Infecciones Urinarias/microbiología , Infecciones Urinarias/orina , Virosis/diagnóstico , Virosis/inmunología , Virosis/orina , Virosis/virología
10.
Clin Chem ; 68(1): 163-171, 2021 12 30.
Artículo en Inglés | MEDLINE | ID: mdl-34718476

RESUMEN

BACKGROUND: Metagenomic sequencing of microbial cell-free DNA (cfDNA) in blood and urine is increasingly used as a tool for unbiased infection screening. The sensitivity of metagenomic cfDNA sequencing assays is determined by the efficiency by which the assay recovers microbial cfDNA vs host-specific cfDNA. We hypothesized that the choice of methods used for DNA isolation, DNA sequencing library preparation, and sequencing would affect the sensitivity of metagenomic cfDNA sequencing. METHODS: We characterized the fragment length biases inherent to select DNA isolation and library preparation procedures and developed a model to correct for these biases. We analyzed 305 cfDNA sequencing data sets, including publicly available data sets and 124 newly generated data sets, to evaluate the dependence of the sensitivity of metagenomic cfDNA sequencing on pre-analytical variables. RESULTS: Length bias correction of fragment length distributions measured from different experimental procedures revealed the ultrashort (<100 bp) nature of microbial-, mitochondrial-, and host-specific urinary cfDNA. The sensitivity of metagenomic sequencing assays to detect the clinically reported microorganism differed by more than 5-fold depending on the combination of DNA isolation and library preparation used. CONCLUSIONS: Substantial gains in the sensitivity of microbial and other short fragment recovery can be achieved by easy-to-implement changes in the sample preparation protocol, which highlights the need for standardization in the liquid biopsy field.


Asunto(s)
Ácidos Nucleicos Libres de Células , Fragmentación del ADN , Análisis de Secuencia de ADN , Sesgo , Ácidos Nucleicos Libres de Células/genética , ADN , Humanos , Metagenómica/métodos
11.
Small ; 16(52): e2004133, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33251720

RESUMEN

Vasculopathy and the consequential ischemia are major medical challenges. Grafting is an effective treatment to vascular occlusion. However, autologous grafting, despite scarcity, is the only choice for small diameter blood vessels. Synthetic grafts can fill the gap if they can work satisfactorily in arterial circulation. Electrospun polycaprolactone (PCL) sheathed porous poly(glycerol sebacate) (PGS) vascular grafts have good performances in arterial circulation in abdominal aortas and carotid arteries in rats. However, a major issue associated with the graft remodeling in vivo is limited neo-tissue formation inside PCL sheaths. Small pores of PCL sheaths inhibit cell infiltration and migration. To increase porosity of PCL sheaths of PGS-PCL composite grafts, diameters of electrospun PCL fibers are increased. The thick PCL fibers encourage cell migration and elicit a higher degree of CD206+ cells. In addition, some of the CD206+ cells co-express vascular cell markers in the thick-fiber grafts. The thick-fiber grafts also show improved mechanical properties and a higher elastin and collagen content. The data demonstrate the feasibility of improving graft vascular remodeling by increasing PCL fiber diameters and the critical role of CD206+ cells during graft vascular remodeling.


Asunto(s)
Poliésteres , Injerto Vascular , Animales , Prótesis Vascular , Arteria Carótida Común , Elastina , Porosidad , Ratas , Ingeniería de Tejidos , Andamios del Tejido
12.
Mol Cell ; 46(5): 616-24, 2012 Jun 08.
Artículo en Inglés | MEDLINE | ID: mdl-22560720

RESUMEN

In E. coli homologous recombination, a filament of RecA protein formed on DNA searches and pairs a homologous sequence within a second DNA molecule with remarkable speed and fidelity. Here, we directly probe the strength of the two-molecule interactions involved in homology search and recognition using dual-molecule manipulation, combining magnetic and optical tweezers. We find that the filament's secondary DNA-binding site interacts with a single strand of the incoming double-stranded DNA during homology sampling. Recognition requires opening of the helix and is strongly promoted by unwinding torsional stress. Recognition is achieved upon binding of both strands of the incoming dsDNA to each of two ssDNA-binding sites in the filament. The data indicate a physical picture for homology recognition in which the fidelity of the search process is governed by the distance between the DNA-binding sites.


Asunto(s)
Escherichia coli/genética , Recombinación Homóloga , Sitios de Unión , ADN Bacteriano/química , ADN Bacteriano/metabolismo , Modelos Genéticos , Pinzas Ópticas , Rec A Recombinasas/química , Rec A Recombinasas/metabolismo , Rec A Recombinasas/fisiología , Especificidad por Sustrato
13.
Proc Natl Acad Sci U S A ; 114(36): 9623-9628, 2017 09 05.
Artículo en Inglés | MEDLINE | ID: mdl-28830999

RESUMEN

Blood circulates throughout the human body and contains molecules drawn from virtually every tissue, including the microbes and viruses which colonize the body. Through massive shotgun sequencing of circulating cell-free DNA from the blood, we identified hundreds of new bacteria and viruses which represent previously unidentified members of the human microbiome. Analyzing cumulative sequence data from 1,351 blood samples collected from 188 patients enabled us to assemble 7,190 contiguous regions (contigs) larger than 1 kbp, of which 3,761 are novel with little or no sequence homology in any existing databases. The vast majority of these novel contigs possess coding sequences, and we have validated their existence both by finding their presence in independent experiments and by performing direct PCR amplification. When their nearest neighbors are located in the tree of life, many of the organisms represent entirely novel taxa, showing that microbial diversity within the human body is substantially broader than previously appreciated.


Asunto(s)
Ácidos Nucleicos Libres de Células/sangre , Ácidos Nucleicos Libres de Células/genética , ADN Bacteriano/sangre , ADN Bacteriano/genética , ADN Viral/sangre , ADN Viral/genética , Microbiota/genética , Variación Genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Humanos , Metagenómica/métodos , Filogenia
14.
Nucleic Acids Res ; 45(8): 4687-4695, 2017 05 05.
Artículo en Inglés | MEDLINE | ID: mdl-28334870

RESUMEN

We investigate the mechanistic nature of the Snf2 family protein HARP, mutations of which are responsible for Schimke immuno-osseous dysplasia. Using a single-molecule magnetic tweezers assay, we construct RPA-stabilized DNA bubbles within torsionally constrained DNA to investigate the annealing action of HARP on a physiologically relevant substrate. We find that HARP closes RPA-stabilized bubbles in a slow reaction, taking on the order of tens of minutes for ∼600 bp of DNA to be re-annealed. The data indicate that DNA re-anneals through the removal of RPA, which is observed as clear steps in the bubble-closing traces. The dependence of the closing rate on both ionic strength and HARP concentration indicates that removal of RPA occurs via an association-dissociation mechanism where HARP does not remain associated with the DNA. The enzyme exhibits classical Michaelis-Menten kinetics and acts cooperatively with a Hill coefficient of 3 ± 1. Our work also allows the determination of some important features of RPA-bubble structures at low supercoiling, including the existence of multiple bubbles and that RPA molecules are mis-registered on the two strands.


Asunto(s)
ADN Helicasas/química , ADN Superhelicoidal/química , Proteína de Replicación A/química , Bacteriófago lambda/genética , Bacteriófago lambda/metabolismo , Fenómenos Biomecánicos , ADN Helicasas/genética , ADN Helicasas/metabolismo , ADN Superhelicoidal/genética , ADN Superhelicoidal/metabolismo , Humanos , Cinética , Campos Magnéticos , Pinzas Ópticas , Concentración Osmolar , Plásmidos/química , Plásmidos/metabolismo , Unión Proteica , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Proteína de Replicación A/metabolismo
15.
PLoS Comput Biol ; 13(8): e1005629, 2017 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-28771616

RESUMEN

Quantification of cell-free DNA (cfDNA) in circulating blood derived from a transplanted organ is a powerful approach to monitoring post-transplant injury. Genome transplant dynamics (GTD) quantifies donor-derived cfDNA (dd-cfDNA) by taking advantage of single-nucleotide polymorphisms (SNPs) distributed across the genome to discriminate donor and recipient DNA molecules. In its current implementation, GTD requires genotyping of both the transplant recipient and donor. However, in practice, donor genotype information is often unavailable. Here, we address this issue by developing an algorithm that estimates dd-cfDNA levels in the absence of a donor genotype. Our algorithm predicts heart and lung allograft rejection with an accuracy that is similar to conventional GTD. We furthermore refined the algorithm to handle closely related recipients and donors, a scenario that is common in bone marrow and kidney transplantation. We show that it is possible to estimate dd-cfDNA in bone marrow transplant patients that are unrelated or that are siblings of the donors, using a hidden Markov model (HMM) of identity-by-descent (IBD) states along the genome. Last, we demonstrate that comparing dd-cfDNA to the proportion of donor DNA in white blood cells can differentiate between relapse and the onset of graft-versus-host disease (GVHD). These methods alleviate some of the barriers to the implementation of GTD, which will further widen its clinical application.


Asunto(s)
ADN/análisis , Técnicas de Genotipaje/métodos , Trasplante , Médula Ósea/química , ADN/clasificación , ADN/genética , Femenino , Genotipo , Rechazo de Injerto/prevención & control , Humanos , Masculino , Modelos Estadísticos , Análisis de Secuencia de ADN , Donantes de Tejidos , Trasplantes/química
16.
Proc Natl Acad Sci U S A ; 112(43): 13336-41, 2015 Oct 27.
Artículo en Inglés | MEDLINE | ID: mdl-26460048

RESUMEN

The survival rate following lung transplantation is among the lowest of all solid-organ transplants, and current diagnostic tests often fail to distinguish between infection and rejection, the two primary posttransplant clinical complications. We describe a diagnostic assay that simultaneously monitors for rejection and infection in lung transplant recipients by sequencing of cell-free DNA (cfDNA) in plasma. We determined that the levels of donor-derived cfDNA directly correlate with the results of invasive tests of rejection (area under the curve 0.9). We also analyzed the nonhuman cfDNA as a hypothesis-free approach to test for infections. Cytomegalovirus is most frequently assayed clinically, and the levels of CMV-derived sequences in cfDNA are consistent with clinical results. We furthermore show that hypothesis-free monitoring for pathogens using cfDNA reveals undiagnosed cases of infection, and that certain infectious pathogens such as human herpesvirus (HHV) 6, HHV-7, and adenovirus, which are not often tested clinically, occur with high frequency in this cohort.


Asunto(s)
ADN Viral/sangre , Rechazo de Injerto/diagnóstico , Trasplante de Pulmón/efectos adversos , Cuidados Posoperatorios/métodos , Infección de la Herida Quirúrgica/diagnóstico , Secuencia de Bases , Citomegalovirus/genética , Humanos , Datos de Secuencia Molecular , Polimorfismo de Nucleótido Simple/genética , Análisis de Secuencia de ADN , Especificidad de la Especie , Infección de la Herida Quirúrgica/virología
18.
Appl Environ Microbiol ; 82(4): 992-1003, 2016 02 15.
Artículo en Inglés | MEDLINE | ID: mdl-26637598

RESUMEN

The vast majority of microbial life remains uncatalogued due to the inability to cultivate these organisms in the laboratory. This "microbial dark matter" represents a substantial portion of the tree of life and of the populations that contribute to chemical cycling in many ecosystems. In this work, we leveraged an existing single-cell genomic data set representing the candidate bacterial phylum "Calescamantes" (EM19) to calibrate machine learning algorithms and define metagenomic bins directly from pyrosequencing reads derived from Great Boiling Spring in the U.S. Great Basin. Compared to other assembly-based methods, taxonomic binning with a read-based machine learning approach yielded final assemblies with the highest predicted genome completeness of any method tested. Read-first binning subsequently was used to extract Calescamantes bins from all metagenomes with abundant Calescamantes populations, including metagenomes from Octopus Spring and Bison Pool in Yellowstone National Park and Gongxiaoshe Spring in Yunnan Province, China. Metabolic reconstruction suggests that Calescamantes are heterotrophic, facultative anaerobes, which can utilize oxidized nitrogen sources as terminal electron acceptors for respiration in the absence of oxygen and use proteins as their primary carbon source. Despite their phylogenetic divergence, the geographically separate Calescamantes populations were highly similar in their predicted metabolic capabilities and core gene content, respiring O2, or oxidized nitrogen species for energy conservation in distant but chemically similar hot springs.


Asunto(s)
Biología Computacional/métodos , Genoma Microbiano , Genómica/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Manantiales de Aguas Termales/microbiología , Metagenómica/métodos , China , Aprendizaje Automático , Estados Unidos
19.
PLoS Med ; 12(10): e1001890, 2015 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-26466143

RESUMEN

BACKGROUND: It remains difficult to predict and to measure the efficacy of pharmacological immunosuppression. We hypothesized that measuring the B-cell repertoire would enable assessment of the overall level of immunosuppression after heart transplantation. METHODS AND FINDINGS: In this proof-of-concept study, we implemented a molecular-barcode-based immune repertoire sequencing assay that sensitively and accurately measures the isotype and clonal composition of the circulating B cell repertoire. We used this assay to measure the temporal response of the B cell repertoire to immunosuppression after heart transplantation. We selected a subset of 12 participants from a larger prospective cohort study (ClinicalTrials.gov NCT01985412) that is ongoing at Stanford Medical Center and for which enrollment started in March 2010. This subset of 12 participants was selected to represent post-heart-transplant events, with and without acute rejection (six participants with moderate-to-severe rejection and six without). We analyzed 130 samples from these patients, with an average follow-up period of 15 mo. Immune repertoire sequencing enables the measurement of a patient's net state of immunosuppression (correlation with tacrolimus level, r = -0.867, 95% CI -0.968 to -0.523, p = 0.0014), as well as the diagnosis of acute allograft rejection, which is preceded by increased immune activity with a sensitivity of 71.4% (95% CI 30.3% to 94.9%) and a specificity of 82.0% (95% CI 72.1% to 89.1%) (cell-free donor-derived DNA as noninvasive gold standard). To illustrate the potential of immune repertoire sequencing to monitor atypical post-transplant trajectories, we analyzed two more patients, one with chronic infections and one with amyloidosis. A larger, prospective study will be needed to validate the power of immune repertoire sequencing to predict rejection events, as this proof-of-concept study is limited to a small number of patients who were selected based on several criteria including the availability of a large number of samples and the absence or presence of rejection events. CONCLUSIONS: If confirmed in larger, prospective studies, the method described here has potential applications in the tailored management of post-transplant immunosuppression and, more broadly, as a method for assessing the overall activity of the immune system.


Asunto(s)
Linfocitos B/inmunología , Rechazo de Injerto/diagnóstico , Rechazo de Injerto/inmunología , Trasplante de Corazón , Terapia de Inmunosupresión/métodos , Inmunosupresores/farmacología , Monitorización Inmunológica/métodos , Aloinjertos , Femenino , Humanos , Masculino , Estudios Prospectivos , Sensibilidad y Especificidad
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