RESUMEN
DNA amplification and reverse transcription enzymes have proven to be invaluable in fast and reliable diagnostics and research applications because of their processivity, specificity, and robustness. Our study focused on the production of mutant Taq DNA polymerase and mutant M-MLV reverse transcriptase in the expression hosts Vibrio natriegens and Escherichia coli under various expression conditions. We also examined nonspecific extracellular production in V. natriegens. Intracellularly, M-MLV was produced in V. natriegens at the level of 11% of the total cell proteins (TCPs) compared with 16% of TCPs in E. coli. We obtained a soluble protein that accounted for 11% of the enzyme produced in V. natriegens and 22% of the enzyme produced in E. coli. Taq pol was produced intracellularly in V. natriegens at the level of 30% of TCPs compared with 26% of TCPs in E. coli. However, Taq pol was almost non-soluble in E. coli, whereas in V. natriegens, we obtained a soluble protein that accounted for 23% of the produced enzyme. We detected substantial extracellular production of Taq pol. Thus, V. natriegens is a suitable alternative host with the potential for production of recombinant proteins.
RESUMEN
Sex determination based just on morphological traits such as plumage dichromatism, sexual size dimorphism, behavior, or vocalizations is really challenging because of the sexual monomorphism present in more than half of avian species. Currently, a lot of them can be tested through DNA-based procedures, but they do not fit all the avian species, such as Eudromia elegans. The aim of this study was to design a new molecular method suitable for routine sex determination for that species that is fast, simple, and cost- and time- effective. DNA was isolated from dry blood stain and/or chest feather samples of E. elegans species. We used two sets of sex-specific primers (ZF/ZR and WF/WR) to amplify the expected fragments localized on the highly conserved CHD1 gene to distinguish between sexes due to the W-specific DNA sequence present only in females. We confirmed the accuracy and consistency of the PCR-based method based on length differences to distinguish between the sexes of E. elegans, which amplified two fragments in females and one fragment in males.
RESUMEN
Tellurite resistance gene clusters have been identified in numerous pathogenic bacteria, including clinical isolates of Escherichia coli. The rareness of tellurium in host organisms and the noncontaminated environment raises a question about the true functionality of tellurite resistance gene clusters in pathogenesis and their possible contribution to bacterial fitness. The study aims to point out the beneficial effects of the tellurite resistance gene cluster of pathogenic bacteria to survive in ROS-rich environments. Here, we analysed the bacterial response to oxidative stress conditions with and without tellurite resistance gene clusters, which are composed of terWY1XY2Y3 and terZABCDEF genes. By measuring the levels of protein carbonylation, lipid peroxidation, and expression changes of oxidative stress genes upon oxidative stress, we propose a tellurite resistance gene cluster contribution to the elimination of oxidative damage, potentially increasing fitness and resistance to reactive oxygen species during macrophage attack. We have shown a different beneficial effect of various truncated versions of the tellurite resistance gene cluster on cell survival. The terBCDEF genes increased the survival of E. coli strain MC4100 by 13.21%, terW and terZABCDEF by 10.09%, and terWY1XY2Y3 and terZABCDEF by 25.57%, respectively. The ability to survive tellurite treatment is the most significant at 44.8% in wild clinical strain KL53 compared to laboratory strain E. coli MC4100 due to a complete wild-type plasmid presence.
Asunto(s)
Escherichia coli , Telurio , Telurio/farmacología , Telurio/metabolismo , Estrés Oxidativo , Familia de MultigenesRESUMEN
With the rapid growth of massively parallel sequencing technologies, still more laboratories are utilising sequenced DNA fragments for genomic analyses. Interpretation of sequencing data is, however, strongly dependent on bioinformatics processing, which is often too demanding for clinicians and researchers without a computational background. Another problem represents the reproducibility of computational analyses across separated computational centres with inconsistent versions of installed libraries and bioinformatics tools. We propose an easily extensible set of computational pipelines, called SnakeLines, for processing sequencing reads; including mapping, assembly, variant calling, viral identification, transcriptomics, and metagenomics analysis. Individual steps of an analysis, along with methods and their parameters can be readily modified in a single configuration file. Provided pipelines are embedded in virtual environments that ensure isolation of required resources from the host operating system, rapid deployment, and reproducibility of analysis across different Unix-based platforms. SnakeLines is a powerful framework for the automation of bioinformatics analyses, with emphasis on a simple set-up, modifications, extensibility, and reproducibility. The framework is already routinely used in various research projects and their applications, especially in the Slovak national surveillance of SARS-CoV-2.
Asunto(s)
Genómica , Programas Informáticos , Reproducibilidad de los Resultados , Genómica/métodos , Biología Computacional/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodosRESUMEN
Vibrio natriegens is a fast-growing, non-pathogenic marine bacterium with promising features for biotechnological applications such as high-level recombinant protein production or fast DNA propagation. A remarkable short generation time (< 10 min), robust proteosynthetic activity and versatile metabolism with abilities to utilise wide range of substrates contribute to its establishment as a future industrial platform for fermentation processes operating with high productivity.D,D-carboxypeptidases are membrane-associated enzymes involved in peptidoglycan biosynthesis and cell wall formation. This study investigates the impact of overexpressed D,D-carboxypeptidases on membrane integrity and the increased leakage of intracellular proteins into the growth medium in V. natriegens. Our findings confirm that co-expression of these enzymes can enhance membrane permeability, thereby facilitating the transport of target proteins into the extracellular environment, without the need for secretion signals, tags, or additional permeabilization methods. Using only a single step IMAC chromatography, we were able to purify AfKatG, MDBP or Taq polymerase in total yields of 117.9 ± 56.0 mg/L, 36.5 ± 12.9 mg/L and 26.5 ± 6.0 mg/L directly from growth medium, respectively. These results demonstrate the feasibility of our V. natriegens based system as a broadly applicable extracellular tag-less recombinant protein producer.
Asunto(s)
D-Ala-D-Ala Carboxipeptidasa de Tipo Serina , Vibrio , D-Ala-D-Ala Carboxipeptidasa de Tipo Serina/metabolismo , Permeabilidad , Vibrio/metabolismo , Carboxipeptidasas/metabolismo , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismoRESUMEN
Antibiotic resistance is becoming a common problem in medicine, food, and industry, with multidrug-resistant bacterial strains occurring in all regions. One of the possible future solutions is the use of bacteriophages. Phages are the most abundant form of life in the biosphere, so we can highly likely purify a specific phage against each target bacterium. The identification and consistent characterization of individual phages was a common form of phage work and included determining bacteriophages' host-specificity. With the advent of new modern sequencing methods, there was a problem with the detailed characterization of phages in the environment identified by metagenome analysis. The solution to this problem may be to use a bioinformatic approach in the form of prediction software capable of determining a bacterial host based on the phage whole-genome sequence. The result of our research is the machine learning algorithm-based tool called PHERI. PHERI predicts the suitable bacterial host genus for the purification of individual viruses from different samples. In addition, it can identify and highlight protein sequences that are important for host selection.
RESUMEN
Genetic disease control is generally not given the importance it deserves. Information about what percentage of individuals carry a disorder-causing mutation is crucial for breeders to produce healthy offspring and maintain a healthy dog population of a particular breed. This study aims to provide information about the incidence of mutant alleles for the most frequently occurring hereditary diseases in the Australian Shepherd dog breed (AS). The samples were collected during a 10-years period (2012-2022) in the European population of the AS. Mutant alleles and incidence were calculated from all the obtained data for all the diseases, specifically: collie eye anomaly (9.71%), canine multifocal retinopathy type 1 (0.53%), hereditary cataract (11.64%), progressive rod-cone degeneration (1.58%), degenerative myelopathy (11.77%) and bob-tail/short-tail (31.74%). Our data provide more information to dog breeders to support their effort to limit the spread of hereditary diseases.
Asunto(s)
Catarata , Animales , Perros , Incidencia , Alelos , Australia/epidemiología , Europa (Continente)/epidemiologíaRESUMEN
To explore a genomic pool of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) during the pandemic, the Ministry of Health of the Slovak Republic formed a genomics surveillance workgroup, and the Public Health Authority of the Slovak Republic launched a systematic national epidemiological surveillance using whole-genome sequencing (WGS). Six out of seven genomic centers implementing Illumina sequencing technology were involved in the national SARS-CoV-2 virus sequencing program. Here we analyze a total of 33,024 SARS-CoV-2 isolates collected from the Slovak population from 1 March 2021, to 31 March 2022, that were sequenced and analyzed in a consistent manner. Overall, 28,005 out of 30,793 successfully sequenced samples met the criteria to be deposited in the global GISAID database. During this period, we identified four variants of concern (VOC)-Alpha (B.1.1.7), Beta (B.1.351), Delta (B.1.617.2) and Omicron (B.1.1.529). In detail, we observed 165 lineages in our dataset, with dominating Alpha, Delta and Omicron in three major consecutive incidence waves. This study aims to describe the results of a routine but high-level SARS-CoV-2 genomic surveillance program. Our study of SARS-CoV-2 genomes in collaboration with the Public Health Authority of the Slovak Republic also helped to inform the public about the epidemiological situation during the pandemic.
Asunto(s)
COVID-19 , SARS-CoV-2 , Humanos , SARS-CoV-2/genética , Eslovaquia/epidemiología , COVID-19/epidemiología , Genoma Viral , Secuenciación de Nucleótidos de Alto Rendimiento , GenómicaRESUMEN
The aim of this study was to develop immobilized enzyme systems that reduce carbonyl compounds to their corresponding alcohols. The demand for natural aromas and food additives has been constantly growing in recent years. However, it can no longer be met by extraction and isolation from natural materials. One way to increase the availability of natural aromas is to prepare them by the enzymatic transformation of suitable precursors. Recombinant enzymes are currently being used for this purpose. We investigated trans-2-hexenal bioreduction by recombinant Saccharomyces cerevisiae alcohol dehydrogenase (ScADH1) with simultaneous NADH regeneration by recombinant Candida boidinii formate dehydrogenase (FDH). In a laboratory bioreactor with two immobilized enzymes, 88% of the trans-2-hexenal was transformed to trans-2-hexenol. The initial substrate concentration was 3.7 mM. The aldehyde destabilized ScADH1 by eluting Zn2+ ions from the enzyme. A fed-batch operation was used and the trans-2-hexenal concentration was maintained at a low level to limit the negative effect of Zn2+ ion elution from the immobilized ScADH1. Another immobilized two-enzyme system was used to reduce acetophenone to (S)-1-phenylethanol. To this end, the recombinant alcohol dehydrogenase (RrADH) from Rhodococcus ruber was used. This biocatalytic system converted 61% of the acetophenone to (S)-1-phenylethanol. The initial substrate concentration was 8.3 mM. All enzymes were immobilized by poly-His tag to Ni2+, which formed strong but reversible bonds that enabled carrier reuse after the loss of enzyme activity.
RESUMEN
Metalloid tellurium is characterized as a chemical element belonging to the chalcogen group without known biological function. However, its compounds, especially the oxyanions, exert numerous negative effects on both prokaryotic and eukaryotic organisms. Recent evidence suggests that increasing environmental pollution with tellurium has a causal link to autoimmune, neurodegenerative and oncological diseases. In this review, we provide an overview about the current knowledge on the mechanisms of tellurium compounds' toxicity in bacteria and humans and we summarise the various ways organisms cope and detoxify these compounds. Over the last decades, several gene clusters conferring resistance to tellurium compounds have been identified in a variety of bacterial species and strains. These genetic determinants exhibit great genetic and functional diversity. Besides the existence of specific resistance mechanisms, tellurium and its toxic compounds interact with molecular systems, mediating general detoxification and mitigation of oxidative stress. We also discuss the similarity of tellurium and selenium biochemistry and the impact of their compounds on humans.
Asunto(s)
Células Eucariotas/efectos de los fármacos , Estrés Oxidativo/efectos de los fármacos , Células Procariotas/efectos de los fármacos , Telurio/efectos adversos , Aniones/efectos adversos , Bacterias/efectos de los fármacos , Contaminación Ambiental/análisis , Humanos , Selenio/química , Telurio/química , Telurio/toxicidadRESUMEN
RATIONALE: Periventricular nodular heterotopia-7 (PVNH7) is a neurodevelopmental disorder associated with improper neuronal migration during neurogenesis in cortex development caused by pathogenic variants in the NEDD4L gene. PATIENT CONCERNS: We report the case of a polystigmatized 2-year-old boy having significant symptomatologic overlap with PVNH7, such as delayed psychomotor and mental development, seizures and infantile spasms, periventricular nodular heterotopia, polymicrogyria, cleft palate, 2 to 3 toe syndactyly, hypotonia, microretrognathia, strabismus, and absent speech and walking. The patient showed also distinct symptoms falling outside PVNH7 symptomatology, also present in the proband's older brother, such as blue sclerae, hydronephrosis, transversal palmar crease (found also in their father), and bilateral talipes equinovarus. In addition, the patient suffered from many other symptoms. DIAGNOSES: The boy, his brother and their parents were subjected to whole-exome sequencing. Because of uncertainties in symptomatology and inheritance pattern, the top-down approach was hard to apply. Using the bottom-up approach, we identified a known pathogenic variant, NM_001144967.2(NEDD4L):c.2677G>A:p.Glu893Lys, in the proband's genome that absented in any other analyzed family member, suggesting its de novo origin. INTERVENTIONS AND OUTCOMES: The patient was treated with Convulex 300âmg/mL for the successful seizure control and Euthyrox 25mg for the treatment of thyroid malfunction. He also took various supplements for the metabolism support and digestion regulation. Moreover, the patient underwent the corrective surgeries of cleft palate and talipes equinovarus. LESSONS: We successfully identified the causative mutation NM_001144967.2(NEDD4L):c.2677G>A:p.Glu893Lys explaining symptoms overlapping those reported for PVNH7. Symptoms shared with the brother were not explained by this variant, since he was not a carrier of the pathogenic NEDD4L variant. These are most likely not extended phenotypes of PVNH7, rather an independent clinical entity caused by a yet unidentified genetic factor in the family, highlighting thus the importance of thorough evaluation of symptomatology and genomic findings in affected and unaffected family members, when such data are available.
Asunto(s)
Ubiquitina-Proteína Ligasas Nedd4/genética , Heterotopia Nodular Periventricular/genética , Heterotopia Nodular Periventricular/fisiopatología , Anticonvulsivantes/uso terapéutico , Preescolar , Suplementos Dietéticos , Humanos , Masculino , Heterotopia Nodular Periventricular/terapia , Tiroxina/uso terapéuticoRESUMEN
Streptococcus agalactiae (group B Streptococcus, GBS) represents a leading cause of invasive bacterial infections in newborns and is also responsible for diseases in older and immunocompromised adults. Prophages represent an important factor contributing to the genome plasticity and evolution of new strains. In the present study, prophage content was analyzed in human GBS isolates. Thirty-seven prophages were identified in genomes of 20 representative sequenced strains. On the basis of the sequence comparison, we divided the prophages into eight groups named A-H. This division also corresponded to the clustering of phage integrase, even though several different integration sites were observed in some relative prophages. Next, PCR method was used for detection of the prophages in 123 GBS strains from adult hospitalized patients and from pregnancy screening. At least one prophage was present in 105 isolates (85%). The highest prevalence was observed for prophage group A (71%) and satellite prophage group B (62%). Other groups were detected infrequently (1-6%). Prophage distribution did not differ between clinical and screening strains, but it was unevenly distributed in MLST (multi locus sequence typing) sequence types. High content of full-length and satellite prophages detected in present study implies that prophages could be beneficial for the host bacterium and could contribute to evolution of more adapted strains.
Asunto(s)
Portador Sano/microbiología , Variación Genética , Profagos/genética , Infecciones Estreptocócicas/microbiología , Streptococcus agalactiae/genética , Streptococcus agalactiae/virología , Adaptación Fisiológica/genética , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Técnicas de Tipificación Bacteriana , Femenino , Genoma Bacteriano , Humanos , Persona de Mediana Edad , Tipificación de Secuencias Multilocus , Filogenia , Embarazo , Profagos/clasificación , Streptococcus agalactiae/clasificación , Integración Viral , Secuenciación Completa del Genoma , Adulto JovenRESUMEN
We established that Endosidin2 (ES2) affected the trafficking routes of both newly synthesized and endocytic pools of PIN-FORMED2 (PIN2) in Arabidopsis root epidermal cells. PIN2 populations accumulated in separated patches, which gradually merged into large and compact ES2 aggregates (ES2As). FM4-64 endocytic tracer labeled ES2As as well. Both PIN2 pools also appeared in vacuoles. Accelerated endocytosis of PIN2, its aggregation in the cytoplasm, and redirection of PIN2 flows to vacuoles led to a substantial reduction of the abundance of this protein in the plasma membrane. Whereas PIN-FORMED3 and PIN-FORMED4 also aggregated in the cytoplasm, SYT1 was not sensitive to ES2 treatment and did not appear either in the cytoplasmic aggregates or vacuoles. Ultrastructural analysis revealed that ES2 affects the Golgi apparatus so that stacks acquired cup-shape and even circular shape surrounded by several vesicles. Abnormally shaped Golgi stacks, stack remnants, multi-lamellar structures, separated Golgi cisterna rings, tubular structures, and vesicles formed discrete clusters.
Asunto(s)
Proteínas de Arabidopsis/metabolismo , Arabidopsis/metabolismo , Endocitosis/efectos de los fármacos , Limoninas/farmacología , Proteínas de Transporte de Membrana/metabolismo , Pared Celular/metabolismo , Citoplasma/metabolismo , Aparato de Golgi/metabolismo , Raíces de Plantas/citología , Raíces de Plantas/metabolismo , Plantas Modificadas Genéticamente/metabolismo , Transporte de Proteínas/efectos de los fármacos , Sinaptotagmina I/metabolismoRESUMEN
Marine bacterium Vibrio natriegensis a novel host platform for different applications in molecular biology and biotechnology. It has one of the fastest growth rates of any known microorganisms and its extremely short doubling time indicates a high level of proteosynthetic activity. Regarding the necessity of developing new high-level protein expression systems it represents an extremely interesting subject. V. natriegens fulfills many important features for a suitable host including non- pathogenicity, easy scale-up process, potential for using alternative carbon sources (compared to E. coli), growth media and potential for further genetic and metabolic engineering with employment of a wide range of genetic tools. This work compares V. natriegens as an expression host for production of recombinant human growth hormone (hGH), yeast alcohol dehydrogenase (ADH) and archaeal catalase-peroxidase (AfKatG) to E. coliand establishes the basis for future development of this platform. The selected proteins are of different origins, sizes and intended applications. Our results have shown that cultures of V. natriegens using sucrose as a main carbon source can be used for the production of industrially applicable proteins, where it offers higher biomass productions compared to E. coli. In case of human growth hormone production, produced amounts were lower compared to those of E. coli (38 % of total cell protein (TCP) for V. natriegens vs. 58 % of TCP for E. coli, with similar solubility of around 40 % in both cases). In case of yeast alcohol dehydrogenase, V. natriegens produced 26 % of TCP vs. 42 % of TCP in E. coli, but with severely decreased solubility in case of V. natriegens cultures. Finally V. natriegens cultures were able to produce catalase-peroxidase AfKatG at the level of 33 % of TCP compared to 26 % of TCP in E. coli. Obtained results suggest that there are still significant differences in reliability and ease of use between E. coli and V. natriegens, with latter being more susceptible to condition changes and producing inconsistent results.
Asunto(s)
Escherichia coli , Biología Molecular/métodos , Proteínas Recombinantes , Vibrio , Biotecnología , Escherichia coli/genética , Escherichia coli/metabolismo , Hormona de Crecimiento Humana/genética , Hormona de Crecimiento Humana/metabolismo , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Vibrio/genética , Vibrio/metabolismoRESUMEN
Higher probability of the development of Crohn's disease (CD) and ulcerative colitis (UC) as a possible consequence of the north-south gradient has been recently suggested. Living far north or south of the equator is manifested in fluctuation of vitamin D (vitD) levels depending on the season in both healthy and affected individuals. In the present study we investigate the possible link between the seasonal serum vitD level to the microbial composition of the lower gut of Inflammatory Bowel disease (IBD) patients using 16S rRNA sequencing. Decrease of serum vitD level in winter/spring season in a cohort of 35 UC patients and 39 CD patients was confirmed. Low gut microbiota composition of patients with IBD correlated with the serum level of 25(OH)D that directly coupled to seasonal variability of the sunshine in the central European countries. It is supposed to be related to increased abundance of Actinobacteria and Proteobacteria in UC and Actinobacteria, Fusobacteria, Firmicutes and Bacteroidetes in CD. In summer/autumn period, we observed a reduction in abundance of bacterial genera typical for inflammation like Eggerthella lenta, Fusobacterium spp., Bacteroides spp., Collinsella aerofaciens, Helicobacter spp., Rhodococcus spp., Faecalibacterium prausnitzii; and increased abundance of Pediococcus spp. and Clostridium spp. and of Escherichia/Shigella spp.
Asunto(s)
Microbioma Gastrointestinal , Enfermedades Inflamatorias del Intestino/sangre , Vitamina D/análogos & derivados , Adulto , Anciano , Bacterias/genética , Bacterias/aislamiento & purificación , Femenino , Humanos , Enfermedades Inflamatorias del Intestino/microbiología , Masculino , Persona de Mediana Edad , ARN Ribosómico 16S/genética , Estaciones del Año , Vitamina D/sangre , Adulto JovenRESUMEN
Yeast Candida utilis is considered to be a potentially advantageous expression system for production of recombinant proteins utilizable for industrial and pharmaceutical purposes. As the scientific literature is not consistent in the ploidy of this yeast, in this work, we focused on resolving the problem via several methods such as the copy number determination of maltase gene by multiplex PCR, measuring α-glucosidase activity, the characterization of maltase gene copy number in deletion mutants using qPCR and flow cytometry. In context with the published data and results obtained in this study about the copy number of the maltase gene on C. utilis genome, we attempted to hypothesise and made conclusion about the ploidy of C. utilis. The results of this work, besides the biotechnological aspect, contribute to the elementary knowledge of C. utilis. The exact information about the ploidy or more specifically about the copy number of appropriate gene is essential for expression cassette dosage determination integrated into the chromosome of the host. In this study, we come to the conclusion that the maltase gene is present in C. utilis genome in four alleles, and in combination with flow cytometry, published information and the published genome sequences, the observations support the theory about tetraploidy of C. utilis.
Asunto(s)
Biotecnología , Candida/genética , Ploidias , alfa-Glucosidasas/genética , Candida/crecimiento & desarrollo , Genoma Fúngico/genética , Reacción en Cadena de la Polimerasa , Proteínas Recombinantes/biosíntesis , Proteínas Recombinantes/genéticaRESUMEN
Lactic acid bacteria (LAB) are exceptionally important strains in food industry. It is a heterogeneous group sharing same metabolic and physiological properties. They are usually catalase-negative strains, which represents a big disadvantage in food production in comparison with pathogenic bacteria as staphylococci and listeria existing in the same environment, because of the use of hydrogen peroxide as a disinfection agent which is utilized by catalases. We focused on increase in LAB surviving through the disinfection without any positive effect on growth of pathogenic bacteria. In our functional test hydrogen peroxide was used for disinfection. Ten mM thermostable catalase-peroxidase AfKatG was added to solid media to cultivate bacteria afterwards. As predicted there was no difference in the growth of pathogenic bacteria with or without catalase-peroxidase addition to media. However, we showed a huge positive effect on surviving LAB. With addition of AfKatG to solid media we gained 2-38 times higher CFU/ml than in control samples without it. We can assume AfKatG as an excellent supplement for growth media of food strains.
Asunto(s)
Catalasa/metabolismo , Medios de Cultivo/farmacología , Medios de Cultivo/toxicidad , Peróxido de Hidrógeno/metabolismo , Peróxido de Hidrógeno/toxicidad , Lactobacillales/efectos de los fármacos , Lactobacillales/crecimiento & desarrollo , Peroxidasa/metabolismo , Medios de Cultivo/química , Estabilidad de Enzimas , Lactobacillales/metabolismoRESUMEN
The reliability of non-invasive prenatal testing is highly dependent on accurate estimation of fetal fraction. Several methods have been proposed up to date, utilizing different attributes of analyzed genomic material, for example length and genomic location of sequenced DNA fragments. These two sources of information are relatively unrelated, but so far, there have been no published attempts to combine them to get an improved predictor. We collected 2454 single euploid male fetus samples from women undergoing NIPT testing. Fetal fractions were calculated using several proposed predictors and the state-of-the-art SeqFF method. Predictions were compared with the reference Y-based method. We demonstrate that prediction based on length of sequenced DNA fragments may achieve nearly the same precision as the state-of-the-art methods based on their genomic locations. We also show that combination of several sample attributes leads to a predictor that has superior prediction accuracy over any single approach. Finally, appropriate weighting of samples in the training process may achieve higher accuracy for samples with low fetal fraction and so allow more reliability for subsequent testing for genomic aberrations. We propose several improvements in fetal fraction estimation with a special focus on the samples most prone to wrong conclusion.
Asunto(s)
Fragmentación del ADN , Desarrollo Fetal/genética , Feto , Pruebas Genéticas , Diagnóstico Prenatal/métodos , Adulto , Composición de Base , Femenino , Pruebas Genéticas/métodos , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Embarazo , Pronóstico , Reproducibilidad de los ResultadosRESUMEN
Recent advances in massively parallel shotgun sequencing opened up new options for affordable non-invasive prenatal testing (NIPT) for fetus aneuploidy from DNA material extracted from maternal plasma. Tests typically compare chromosomal distributions of a tested sample with a control set of healthy samples with unaffected fetuses. Deviations above certain threshold levels are concluded as positive findings. The main problem with this approach is that the variance of the control set is dependent on the number of sequenced fragments. The higher the amount, the more precise the estimation of actual chromosomal proportions is. Testing a sample with a highly different number of sequenced reads as used in training may thus lead to over- or under-estimation of their variance, and so lead to false predictions. We propose the calculation of a variance for each tested sample adaptively, based on the actual number of its sequenced fragments. We demonstrate how it leads to more stable predictions, mainly in real-world diagnostics with the highly divergent inter-sample coverage.