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1.
JMIR AI ; 3: e52095, 2024 May 16.
Article in English | MEDLINE | ID: mdl-38875593

ABSTRACT

BACKGROUND: Large language models (LLMs) have the potential to support promising new applications in health informatics. However, practical data on sample size considerations for fine-tuning LLMs to perform specific tasks in biomedical and health policy contexts are lacking. OBJECTIVE: This study aims to evaluate sample size and sample selection techniques for fine-tuning LLMs to support improved named entity recognition (NER) for a custom data set of conflicts of interest disclosure statements. METHODS: A random sample of 200 disclosure statements was prepared for annotation. All "PERSON" and "ORG" entities were identified by each of the 2 raters, and once appropriate agreement was established, the annotators independently annotated an additional 290 disclosure statements. From the 490 annotated documents, 2500 stratified random samples in different size ranges were drawn. The 2500 training set subsamples were used to fine-tune a selection of language models across 2 model architectures (Bidirectional Encoder Representations from Transformers [BERT] and Generative Pre-trained Transformer [GPT]) for improved NER, and multiple regression was used to assess the relationship between sample size (sentences), entity density (entities per sentence [EPS]), and trained model performance (F1-score). Additionally, single-predictor threshold regression models were used to evaluate the possibility of diminishing marginal returns from increased sample size or entity density. RESULTS: Fine-tuned models ranged in topline NER performance from F1-score=0.79 to F1-score=0.96 across architectures. Two-predictor multiple linear regression models were statistically significant with multiple R2 ranging from 0.6057 to 0.7896 (all P<.001). EPS and the number of sentences were significant predictors of F1-scores in all cases ( P<.001), except for the GPT-2_large model, where EPS was not a significant predictor (P=.184). Model thresholds indicate points of diminishing marginal return from increased training data set sample size measured by the number of sentences, with point estimates ranging from 439 sentences for RoBERTa_large to 527 sentences for GPT-2_large. Likewise, the threshold regression models indicate a diminishing marginal return for EPS with point estimates between 1.36 and 1.38. CONCLUSIONS: Relatively modest sample sizes can be used to fine-tune LLMs for NER tasks applied to biomedical text, and training data entity density should representatively approximate entity density in production data. Training data quality and a model architecture's intended use (text generation vs text processing or classification) may be as, or more, important as training data volume and model parameter size.

2.
Front Cell Dev Biol ; 11: 1076432, 2023.
Article in English | MEDLINE | ID: mdl-36949770

ABSTRACT

The dynamic intercommunication between tumour cells and cells from the microenvironment, such as cancer-associated fibroblast (CAFs), is a key factor driving breast cancer (BC) metastasis. Clusters of circulating tumour cells (CTCs), known to bare a higher efficiency at establishing metastases, are found in the blood of BC patients, often accompanied by CAFs in heterotypic CTC-clusters. Previously we have shown the utility of CTC-clusters models and the zebrafish embryo as a model of metastasis to understand the biology of breast cancer CTC-clusters. In this work, we use the zebrafish embryo to study the interactions between CTCs in homotypic clusters and CTC-CAFs in heterotypic CTC-clusters to identify potential pro-metastatic traits derived from CTC-CAF communication. We found that upon dissemination CAFs seem to exert a pro-survival and pro-proliferative effect on the CTCs, but only when CTCs and CAFs remain joined as cell clusters. Our data indicate that the clustering of CTC and CAF allows the establishment of physical interactions that when maintained over time favour the selection of CTCs with a higher capacity to survive and proliferate upon dissemination. Importantly, this effect seems to be dependent on the survival of disseminated CAFs and was not observed in the presence of normal fibroblasts. Moreover, we show that CAFs can exert regulatory effects on the CTCs without being involved in promoting tumour cell invasion. Lastly, we show that the physical communication between BC cells and CAFs leads to the production of soluble factors involved in BC cell survival and proliferation. These findings suggest the existence of a CAF-regulatory effect on CTC survival and proliferation sustained by cell-to-cell contacts and highlight the need to understand the molecular mechanisms that mediate the interaction between the CTCs and CAFs in clusters enhancing the metastatic capacity of CTCs.

3.
PeerJ ; 9: e11885, 2021.
Article in English | MEDLINE | ID: mdl-34692239

ABSTRACT

The earth harbors trillions of bacterial species adapted to very diverse ecosystems thanks to specific metabolic function acquisition. Most of the genes responsible for these functions belong to uncultured bacteria and are still to be discovered. Functional metagenomics based on activity screening is a classical way to retrieve these genes from microbiomes. This approach is based on the insertion of large metagenomic DNA fragments into a vector and transformation of a host to express heterologous genes. Metagenomic libraries are then screened for activities of interest, and the metagenomic DNA inserts of active clones are extracted to be sequenced and analysed to identify genes that are responsible for the detected activity. Hundreds of metagenomics sequences found using this strategy have already been published in public databases. Here we present the MINTIA software package enabling biologists to easily generate and analyze large metagenomic sequence sets, retrieved after activity-based screening. It filters reads, performs assembly, removes cloning vector, annotates open reading frames and generates user friendly reports as well as files ready for submission to international sequence repositories. The software package can be downloaded from https://github.com/Bios4Biol/MINTIA.

4.
Braz J Microbiol ; 52(1): 63-71, 2021 Mar.
Article in English | MEDLINE | ID: mdl-32696418

ABSTRACT

The geographical distribution and ecological niche of the two circulating species of the Sporothrix genus in Venezuela was established. For this, 68 isolates of Sporothrix spp. from patients of different regions of the country were analyzed. A molecular taxonomy analysis was conducted using a fragment of the calmodulin gene (CAL), and ITS regions, confirming the presence of S. schenckii (62%) and S. globosa (38%). Computational models of ecological niche for each species were obtained by the maximum entropy method using the MaxEnt software, which predicted the best environmental conditions for the presence of the two species. These models predict that the main variables influencing the presence of S. schenckii were altitude and annual mean temperature, while for S. globosa, the more influent variable was the land use, with 82% of S. globosa located at urban areas vs 56% for S. schenckii. The results here presented could contribute to understand the specific environmental factors that might modulate the occurrence of Sporothrix spp. as well as its transmission. To our knowledge, our analyses show for the first time Sporothrix spp.-specific ecological niche data, a valuable tool to promote evidence-based public health policymaking within endemic areas of sporotrichosis.


Subject(s)
Sporothrix/isolation & purification , Sporotrichosis/microbiology , Ecosystem , Humans , Models, Biological , Phylogeny , Sporothrix/classification , Sporothrix/genetics , Sporotrichosis/epidemiology , Urban Population/statistics & numerical data , Venezuela/epidemiology
5.
Front Microbiol ; 10: 1343, 2019.
Article in English | MEDLINE | ID: mdl-31258523

ABSTRACT

Francisella tularensis is the causative agent of tularemia and has gained recent interest as it poses a significant biothreat risk. F. novicida is commonly used as a laboratory surrogate for tularemia research due to genetic similarity and susceptibility of mice to infection. Currently, there is no FDA-approved tularemia vaccine, and identifying therapeutic targets remains a critical gap in strategies for combating this pathogen. Here, we investigate the soluble lytic transglycosylase or Slt in F. novicida, which belongs to a class of peptidoglycan-modifying enzymes known to be involved in cell division. We assess the role of Slt in biology and virulence of the organism as well as the vaccine potential of the slt mutant. We show that the F. novicida slt mutant has a significant growth defect in acidic pH conditions. Further microscopic analysis revealed significantly altered cell morphology compared to wild-type, including larger cell size, extensive membrane protrusions, and cell clumping and fusion, which was partially restored by growth in neutral pH or genetic complementation. Viability of the mutant was also significantly decreased during growth in acidic medium, but not at neutral pH. Furthermore, the slt mutant exhibited significant attenuation in a murine model of intranasal infection and virulence could be restored by genetic complementation. Moreover, we could protect mice using the slt mutant as a live vaccine strain against challenge with the parent strain; however, we were not able to protect against challenge with the fully virulent F. tularensis Schu S4 strain. These studies demonstrate a critical role for the Slt enzyme in maintaining proper cell division and morphology in acidic conditions, as well as replication and virulence in vivo. Our results suggest that although the current vaccination strategy with F. novicida slt mutant would not protect against Schu S4 challenges, the Slt enzyme could be an ideal target for future therapeutic development.

6.
PLoS Genet ; 14(8): e1007550, 2018 08.
Article in English | MEDLINE | ID: mdl-30067756

ABSTRACT

Hereditary spastic paraplegias (HSPs) are clinically and genetically heterogeneous human neurodegenerative diseases. Amongst the identified genetic causes, mutations in genes encoding motor proteins such as kinesins have been involved in various HSP clinical isoforms. Mutations in KIF1C are responsible for autosomal recessive spastic paraplegia type 58 (SPG58) and spastic ataxia 2 (SPAX2). Bovines also develop neurodegenerative diseases, some of them having a genetic aetiology. Bovine progressive ataxia was first described in the Charolais breed in the early 1970s in England and further cases in this breed were subsequently reported worldwide. We can now report that progressive ataxia of Charolais cattle results from a homozygous single nucleotide polymorphism in the coding region of the KIF1C gene. In this study, we show that the mutation at the heterozygous state is associated with a better score for muscular development, explaining its balancing selection for several decades, and the resulting high frequency (13%) of the allele in the French Charolais breed. We demonstrate that the KIF1C bovine mutation leads to a functional knock-out, therefore mimicking mutations in humans affected by SPG58/SPAX2. The functional consequences of KIF1C loss of function in cattle were also histologically reevaluated. We showed by an immunochemistry approach that demyelinating plaques were due to altered oligodendrocyte membrane protrusion, and we highlight an abnormal accumulation of actin in the core of demyelinating plaques, which is normally concentrated at the leading edge of oligodendrocytes during axon wrapping. We also observed that the lesions were associated with abnormal extension of paranodal sections. Moreover, this model highlights the role of KIF1C protein in preserving the structural integrity and function of myelin, since the clinical signs and lesions arise in young-adult Charolais cattle. Finally, this model provides useful information for SPG58/SPAX2 disease and other demyelinating lesions.


Subject(s)
Cattle Diseases/genetics , Cattle/genetics , Kinesins/metabolism , Myelin Sheath/metabolism , Spinocerebellar Degenerations/veterinary , Amino Acid Sequence , Animals , Cattle Diseases/diagnosis , Disease Models, Animal , Female , Heterozygote , Homozygote , Intellectual Disability/diagnosis , Intellectual Disability/genetics , Intellectual Disability/veterinary , Kinesins/genetics , Male , Muscle Spasticity/diagnosis , Muscle Spasticity/genetics , Muscle Spasticity/veterinary , Mutation, Missense , Optic Atrophy/diagnosis , Optic Atrophy/genetics , Optic Atrophy/veterinary , Polymorphism, Single Nucleotide , Spastic Paraplegia, Hereditary/diagnosis , Spastic Paraplegia, Hereditary/genetics , Spastic Paraplegia, Hereditary/veterinary , Spinocerebellar Ataxias/diagnosis , Spinocerebellar Ataxias/genetics , Spinocerebellar Ataxias/veterinary , Spinocerebellar Degenerations/diagnosis , Spinocerebellar Degenerations/genetics , Whole Genome Sequencing
7.
Work ; 58(2): 85-93, 2017.
Article in English | MEDLINE | ID: mdl-28922183

ABSTRACT

BACKGROUND: Given the global nature of schoolbag carriage, there has been extensive research on schoolbag weight and use with resultant guidance on many aspects of carrying a schoolbag. However, there is limited evidence of knowledge translation or parents' awareness of schoolbag carriage. OBJECTIVE: This study investigated parental awareness of factors related to schoolbag carriage. METHOD: A cross-sectional survey using an anonymous 30-item questionnaire and purposive sampling was used. Questionnaires were distributed to parents of primary school children through the schools. Descriptive statistics of frequencies and percentages were used and associations were tested using Chi-square analysis in SPSS v23. RESULTS: A total of 700 parents in Ireland (Ire) and the United States (US) participated in the study (n = 444 [Ire] and n = 256 [US]). Generally, parents had satisfactory awareness of appropriate schoolbag type and carriage. The majority of children owned a backpack (89.9% [Ire] vs. 93.7% [US]), although fewer parents considered this to be the most suitable bag for their child (69.6% [Ire] vs. 88.2% [US]). More Irish parents (29.2%) favoured a wheeled schoolbag compared to US parents (6.2%) (p < 0.001). The majority (70.8% [Ire] vs. 55.7% [US]) wanted more information. The preferred platforms for receiving information were a handout (78.1% [Ire] vs. 71.6% [US]) and on-line (44.6% [Ire] vs. 53.9% [US]). CONCLUSIONS: Despite gaps identified, parents had good awareness of factors relating to schoolbag carriage, but this study shows that they would like more information. The preferred platform for knowledge translation was a handout. Parents are the best advocates for safety promotion and represent the group most likely to improve schoolbag carriage among children.


Subject(s)
Awareness , Parents/psychology , Schools/trends , Weight-Bearing , Adult , Books , Cross-Sectional Studies , Female , Humans , Ireland , Male , Middle Aged , Musculoskeletal Pain/etiology , Schools/statistics & numerical data , Shoulder , Students/statistics & numerical data , Surveys and Questionnaires , United States
8.
PLoS Genet ; 13(4): e1006597, 2017 04.
Article in English | MEDLINE | ID: mdl-28376083

ABSTRACT

Neuropathies are neurodegenerative diseases affecting humans and other mammals. Many genetic causes have been identified so far, including mutations of genes encoding proteins involved in mitochondrial dynamics. Recently, the "Turning calves syndrome", a novel sensorimotor polyneuropathy was described in the French Rouge-des-Prés cattle breed. In the present study, we determined that this hereditary disease resulted from a single nucleotide substitution in SLC25A46, a gene encoding a protein of the mitochondrial carrier family. This mutation caused an apparent damaging amino-acid substitution. To better understand the function of this protein, we knocked out the Slc25a46 gene in a mouse model. This alteration affected not only the nervous system but also altered general metabolism, resulting in premature mortality. Based on optic microscopy examination, electron microscopy and on biochemical, metabolic and proteomic analyses, we showed that the Slc25a46 disruption caused a fusion/fission imbalance and an abnormal mitochondrial architecture that disturbed mitochondrial metabolism. These data extended the range of phenotypes associated with Slc25a46 dysfunction. Moreover, this Slc25a46 knock-out mouse model should be useful to further elucidate the role of SLC25A46 in mitochondrial dynamics.


Subject(s)
Mitochondrial Dynamics/genetics , Mitochondrial Proteins/genetics , Phosphate Transport Proteins/genetics , Polyneuropathies/genetics , Proteomics , Amino Acid Substitution/genetics , Animals , Cattle , Humans , Mice , Mitochondria/genetics , Mitochondria/pathology , Mutation , Phenotype , Polyneuropathies/pathology , Polyneuropathies/veterinary
9.
Nat Commun ; 6: 6894, 2015 Apr 23.
Article in English | MEDLINE | ID: mdl-25902731

ABSTRACT

Caprine-like Generalized Hypoplasia Syndrome (SHGC) is an autosomal-recessive disorder in Montbéliarde cattle. Affected animals present a wide range of clinical features that include the following: delayed development with low birth weight, hind limb muscular hypoplasia, caprine-like thin head and partial coat depigmentation. Here we show that SHGC is caused by a truncating mutation in the CEP250 gene that encodes the centrosomal protein C-Nap1. This mutation results in centrosome splitting, which neither affects centriole ultrastructure and duplication in dividing cells nor centriole function in cilium assembly and mitotic spindle organization. Loss of C-Nap1-mediated centriole cohesion leads to an altered cell migration phenotype. This discovery extends the range of loci that constitute the spectrum of autosomal primary recessive microcephaly (MCPH) and Seckel-like syndromes.


Subject(s)
Cattle Diseases/genetics , Cell Cycle Proteins/genetics , Cell Movement/genetics , Centrioles/metabolism , Hypopigmentation/veterinary , Microcephaly/veterinary , Morphogenesis/genetics , Muscular Diseases/veterinary , Animals , Cattle , Hypopigmentation/genetics , Microcephaly/genetics , Muscular Diseases/genetics , Mutation , Syndrome
10.
Tree Physiol ; 35(4): 354-65, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25428825

ABSTRACT

Wood biophysical properties and the dynamics of water storage discharge and refilling were studied in the trunk of canopy tree species with diverse life history and functional traits in subtropical forests of northeast Argentina. Multiple techniques assessing capacitance and storage capacity were used simultaneously to improve our understanding of the functional significance of internal water sources in trunks of large trees. Sapwood capacitances of 10 tree species were characterized using pressure-volume relationships of sapwood samples obtained from the trunk. Frequency domain reflectometry was used to continuously monitor the volumetric water content in the main stems. Simultaneous sap flow measurements on branches and at the base of the tree trunk, as well as diurnal variations in trunk contraction and expansion, were used as additional measures of stem water storage use and refilling dynamics. All evidence indicates that tree trunk internal water storage contributes from 6 to 28% of the daily water budget of large trees depending on the species. The contribution of stored water in stems of trees to total daily transpiration was greater for deciduous species, which exhibited higher capacitance and lower sapwood density. A linear relationship across species was observed between wood density and growth rates with the higher wood density species (mostly evergreen) associated with lower growth rates and the lower wood density species (mostly deciduous) associated with higher growth rates. The large sapwood capacitance in deciduous species may help to avoid catastrophic embolism in xylem conduits. This may be a low-cost adaptation to avoid water deficits during peak water use at midday and under temporary drought periods and will contribute to higher growth rates in deciduous tree species compared with evergreen ones. Large capacitance appears to have a central role in the rapid growth patterns of deciduous species facilitating rapid canopy access as these species are less shade tolerant than evergreen species.


Subject(s)
Plant Stems/metabolism , Plant Transpiration , Trees/physiology , Tropical Climate , Water/physiology , Wood/growth & development , Xylem , Droughts , Trees/growth & development , Trees/metabolism , Water/metabolism
11.
Nature ; 511(7507): 46-51, 2014 Jul 03.
Article in English | MEDLINE | ID: mdl-24990743

ABSTRACT

The large spectrum of limb morphologies reflects the wide evolutionary diversification of the basic pentadactyl pattern in tetrapods. In even-toed ungulates (artiodactyls, including cattle), limbs are adapted for running as a consequence of progressive reduction of their distal skeleton to symmetrical and elongated middle digits with hoofed phalanges. Here we analyse bovine embryos to establish that polarized gene expression is progressively lost during limb development in comparison to the mouse. Notably, the transcriptional upregulation of the Ptch1 gene, which encodes a Sonic hedgehog (SHH) receptor, is disrupted specifically in the bovine limb bud mesenchyme. This is due to evolutionary alteration of a Ptch1 cis-regulatory module, which no longer responds to graded SHH signalling during bovine handplate development. Our study provides a molecular explanation for the loss of digit asymmetry in bovine limb buds and suggests that modifications affecting the Ptch1 cis-regulatory landscape have contributed to evolutionary diversification of artiodactyl limbs.


Subject(s)
Biological Evolution , Extremities/anatomy & histology , Extremities/embryology , Hedgehog Proteins/metabolism , Receptors, Cell Surface/metabolism , Animals , Body Patterning , Cattle , Female , Gene Expression Regulation, Developmental/genetics , Limb Buds/anatomy & histology , Limb Buds/embryology , Male , Mesoderm/metabolism , Mice , Mice, Transgenic , Patched Receptors , Patched-1 Receptor , Receptors, Cell Surface/genetics , Regulatory Sequences, Nucleic Acid/genetics
12.
Nat Genet ; 46(8): 858-65, 2014 Aug.
Article in English | MEDLINE | ID: mdl-25017103

ABSTRACT

The 1000 bull genomes project supports the goal of accelerating the rates of genetic gain in domestic cattle while at the same time considering animal health and welfare by providing the annotated sequence variants and genotypes of key ancestor bulls. In the first phase of the 1000 bull genomes project, we sequenced the whole genomes of 234 cattle to an average of 8.3-fold coverage. This sequencing includes data for 129 individuals from the global Holstein-Friesian population, 43 individuals from the Fleckvieh breed and 15 individuals from the Jersey breed. We identified a total of 28.3 million variants, with an average of 1.44 heterozygous sites per kilobase for each individual. We demonstrate the use of this database in identifying a recessive mutation underlying embryonic death and a dominant mutation underlying lethal chrondrodysplasia. We also performed genome-wide association studies for milk production and curly coat, using imputed sequence variants, and identified variants associated with these traits in cattle.


Subject(s)
Cattle/genetics , Genome , Amino Acid Sequence , Animals , Genome-Wide Association Study/methods , Genotype , Male , Molecular Sequence Data , Polymorphism, Single Nucleotide , Sequence Homology, Amino Acid
13.
Genet Sel Evol ; 46: 31, 2014 May 19.
Article in English | MEDLINE | ID: mdl-24884971

ABSTRACT

BACKGROUND: The present availability of sequence data gives new opportunities to narrow down from QTL (quantitative trait locus) regions to causative mutations. Our objective was to decrease the number of candidate causative mutations in a QTL region. For this, a concordance analysis was applied for a leg conformation trait in dairy cattle. Several QTL were detected for which the QTL status (homozygous or heterozygous for the QTL) was inferred for each individual. Subsequently, the inferred QTL status was used in a concordance analysis to reduce the number of candidate mutations. METHODS: Twenty QTL for rear leg set side view were mapped using Bayes C. Marker effects estimated during QTL mapping were used to infer the QTL status for each individual. Subsequently, polymorphisms present in the QTL regions were extracted from the whole-genome sequences of 71 Holstein bulls. Only polymorphisms for which the status was concordant with the QTL status were kept as candidate causative mutations. RESULTS: QTL status could be inferred for 15 of the 20 QTL. The number of concordant polymorphisms differed between QTL and depended on the number of QTL statuses that could be inferred and the linkage disequilibrium in the QTL region. For some QTL, the concordance analysis was efficient and narrowed down to a limited number of candidate mutations located in one or two genes, while for other QTL a large number of genes contained concordant polymorphisms. CONCLUSIONS: For regions for which the concordance analysis could be performed, we were able to reduce the number of candidate mutations. For part of the QTL, the concordant analyses narrowed QTL regions down to a limited number of genes, of which some are known for their role in limb or skeletal development in humans and mice. Mutations in these genes are good candidates for QTN (quantitative trait nucleotides) influencing rear leg set side view.


Subject(s)
Cattle/anatomy & histology , Cattle/genetics , Lower Extremity/anatomy & histology , Quantitative Trait Loci , Animals , Bayes Theorem , Chromosome Mapping/veterinary , Genetic Markers , Haplotypes , Heterozygote , Linkage Disequilibrium , Models, Genetic , Mutation , Phenotype , Polymorphism, Single Nucleotide
14.
Viruses ; 6(6): 2416-27, 2014 Jun 20.
Article in English | MEDLINE | ID: mdl-24956179

ABSTRACT

Bovine leukemia virus (BLV) and human T-lymphotropic virus type 1 (HTLV-1) are closely related d-retroviruses that induce hematological diseases. HTLV-1 infects about 15 million people worldwide, mainly in subtropical areas. HTLV-1 induces a wide spectrum of diseases (e.g., HTLV-associated myelopathy/tropical spastic paraparesis) and leukemia/lymphoma (adult T-cell leukemia). Bovine leukemia virus is a major pathogen of cattle, causing important economic losses due to a reduction in production, export limitations and lymphoma-associated death. In the absence of satisfactory treatment for these diseases and besides the prevention of transmission, the best option to reduce the prevalence of d-retroviruses is vaccination. Here, we provide an overview of the different vaccination strategies in the BLV model and outline key parameters required for vaccine efficacy.


Subject(s)
Deltaretrovirus Infections/prevention & control , Deltaretrovirus/immunology , Vaccination , Viral Vaccines/immunology , Animals , Antibodies, Neutralizing/immunology , Antibodies, Viral/immunology , Cattle , Deltaretrovirus/physiology , Deltaretrovirus Infections/virology , Enzootic Bovine Leukosis/prevention & control , Enzootic Bovine Leukosis/virology , HTLV-I Infections/prevention & control , Human T-lymphotropic virus 1/immunology , Human T-lymphotropic virus 1/physiology , Humans , Leukemia Virus, Bovine/immunology , Leukemia Virus, Bovine/physiology , Vaccines, Attenuated/immunology
15.
PLoS Pathog ; 9(10): e1003687, 2013.
Article in English | MEDLINE | ID: mdl-24098130

ABSTRACT

Deltaretroviruses such as human T-lymphotropic virus type 1 (HTLV-1) and bovine leukemia virus (BLV) induce a persistent infection that remains generally asymptomatic but can also lead to leukemia or lymphoma. These viruses replicate by infecting new lymphocytes (i.e. the infectious cycle) or via clonal expansion of the infected cells (mitotic cycle). The relative importance of these two cycles in viral replication varies during infection. The majority of infected clones are created early before the onset of an efficient immune response. Later on, the main replication route is mitotic expansion of pre-existing infected clones. Due to the paucity of available samples and for ethical reasons, only scarce data is available on early infection by HTLV-1. Therefore, we addressed this question in a comparative BLV model. We used high-throughput sequencing to map and quantify the insertion sites of the provirus in order to monitor the clonality of the BLV-infected cells population (i.e. the number of distinct clones and abundance of each clone). We found that BLV propagation shifts from cell neoinfection to clonal proliferation in about 2 months from inoculation. Initially, BLV proviral integration significantly favors transcribed regions of the genome. Negative selection then eliminates 97% of the clones detected at seroconversion and disfavors BLV-infected cells carrying a provirus located close to a promoter or a gene. Nevertheless, among the surviving proviruses, clone abundance positively correlates with proximity of the provirus to a transcribed region. Two opposite forces thus operate during primary infection and dictate the fate of long term clonal composition: (1) initial integration inside genes or promoters and (2) host negative selection disfavoring proviruses located next to transcribed regions. The result of this initial response will contribute to the proviral load set point value as clonal abundance will benefit from carrying a provirus in transcribed regions.


Subject(s)
Enzootic Bovine Leukosis/metabolism , Genome , Leukemia Virus, Bovine/metabolism , Proviruses/metabolism , Transcription, Genetic , Virus Integration , Animals , Cattle , Enzootic Bovine Leukosis/genetics , Human T-lymphotropic virus 1/genetics , Human T-lymphotropic virus 1/metabolism , Humans , Leukemia Virus, Bovine/genetics , Proviruses/genetics
16.
PLoS One ; 8(6): e65550, 2013.
Article in English | MEDLINE | ID: mdl-23762392

ABSTRACT

The regular decrease of female fertility over time is a major concern in modern dairy cattle industry. Only half of this decrease is explained by indirect response to selection on milk production, suggesting the existence of other factors such as embryonic lethal genetic defects. Genomic regions harboring recessive deleterious mutations were detected in three dairy cattle breeds by identifying frequent haplotypes (>1%) showing a deficit in homozygotes among Illumina Bovine 50k Beadchip haplotyping data from the French genomic selection database (47,878 Holstein, 16,833 Montbéliarde, and 11,466 Normande animals). Thirty-four candidate haplotypes (p<10(-4)) including previously reported regions associated with Brachyspina, CVM, HH1, and HH3 in Holstein breed were identified. Haplotype length varied from 1 to 4.8 Mb and frequencies from 1.7 up to 9%. A significant negative effect on calving rate, consistent in heifers and in lactating cows, was observed for 9 of these haplotypes in matings between carrier bulls and daughters of carrier sires, confirming their association with embryonic lethal mutations. Eight regions were further investigated using whole genome sequencing data from heterozygous bull carriers and control animals (45 animals in total). Six strong candidate causative mutations including polymorphisms previously reported in FANCI (Brachyspina), SLC35A3 (CVM), APAF1 (HH1) and three novel mutations with very damaging effect on the protein structure, according to SIFT and Polyphen-2, were detected in GART, SHBG and SLC37A2 genes. In conclusion, this study reveals a yet hidden consequence of the important inbreeding rate observed in intensively selected and specialized cattle breeds. Counter-selection of these mutations and management of matings will have positive consequences on female fertility in dairy cattle.


Subject(s)
Antiporters/genetics , Carbon-Nitrogen Ligases/genetics , Cattle/genetics , Embryo Loss/genetics , Haplotypes/genetics , Mutation/genetics , Receptors, Cell Surface/genetics , Animals , Breeding , Dairying , Female , Fertility/genetics , Genetic Association Studies , Homozygote , Male
17.
Res Vet Sci ; 93(1): 163-7, 2012 Aug.
Article in English | MEDLINE | ID: mdl-21689835

ABSTRACT

Tuberculosis in goats caused by Mycobacterium bovis and Mycobacterium caprae has noteworthy sanitary and economic implications. Current diagnostic assays are based on cellular immunity and although they have demonstrated a high sensitivity, some animals remain undetected. In the present study, flow cytometry has been used to determine changes in CD4+, CD8+ and CD25+ T cell populations in peripheral blood from naturally infected goats. Proportion of lymphocytes producing PPD-specific interferon-gamma (IFN-γ) was calculated and an ELISA for detection of PPD-specific IFN-γ was performed to measure the cytokine in plasma. The infected goats showed percentages of CD4+ T cells between 27.31% and 47.23% and there were not significant differences (p=0.113) with the non-infected control goats although the mean percentage was lower in this group. Regarding CD8+ T cells, a higher percentage was observed in healthy goats compared to controls (p=0.081). The mean percentage of lymphocytes expressing CD25 without antigen stimulation (30.65±3.91) was higher in lesion and/or culture-positive animals than in the controls (21.84±1.21; p=0.053). The percentage of CD4+/IFN+ T cell population stimulated with bovine PPD was a reliable marker of infection, since the mean percentage in the infected goats was significantly higher than in the controls (p<0.05). Tuberculosis in goats caused by M. caprae induced changes in cellular populations similar to those described for M. bovis in cattle.


Subject(s)
Goat Diseases/immunology , Immunity, Cellular/immunology , Mycobacterium Infections/veterinary , Mycobacterium/immunology , T-Lymphocyte Subsets/immunology , Animals , CD4 Lymphocyte Count/veterinary , CD8-Positive T-Lymphocytes/immunology , Female , Flow Cytometry , Goat Diseases/microbiology , Goats/immunology , Interferon-gamma/blood , Interleukin-2 Receptor alpha Subunit/immunology , Lymphocyte Count/veterinary , Mycobacterium Infections/immunology , Mycobacterium Infections/microbiology
18.
Res Vet Sci ; 93(2): 636-40, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22079129

ABSTRACT

The aim of this study was to evaluate the specificity of the most widely used tuberculosis (TB) diagnostic tests, single intradermal tuberculin (SIT) and single comparative intradermal tuberculin (SCIT) tests and interferon-gamma (IFN-γ) assay in 937 animals from eight TB-free caprine flocks under different epidemiological situations. Maximum specificity was found using SCIT test (99.4-100% depending on the interpretation criteria) while SIT test and IFN-γ assay showed a slightly lower overall specificity (97.6-99.2% and 96.4-98.4% respectively). Specificity of the SIT test in a Corynebacterium pseudotuberculosis infected flock was significantly (P<0.05) lower if a severe interpretation criterion was applied. Similarly, specificity values of SIT test and particularly IFN-γ assay in a paratuberculosis (PTB)-vaccinated flock were lower than those observed in non-vaccinated flocks. Higher proportion of false positive reactors to TB tests (SIT and IFN-γ assay) were observed among animals positive in the PTB-ELISA in PTB vaccinated flock. These results demonstrate that TB diagnostic tests show an adequate specificity when performed in goats from TB-free flocks in most situations. However, certain factors such as C. pseudotuberculosis infection and paratuberculosis vaccination can have a negative impact in the most sensitive tests.


Subject(s)
Goat Diseases/diagnosis , Tuberculin Test/veterinary , Tuberculosis/veterinary , Animals , Goat Diseases/epidemiology , Goats , Sensitivity and Specificity , Spain/epidemiology , Tuberculin Test/standards , Tuberculosis/diagnosis
20.
Blood ; 118(24): 6306-9, 2011 Dec 08.
Article in English | MEDLINE | ID: mdl-21998206

ABSTRACT

HTLV-associated myelopathy/tropical spastic paraparesis (HAM/TSP) is a neurodegenerative disease of the central nervous system induced by human T-lymphotropic virus type 1. As a potential therapeutic approach, we previously suggested reducing the proviral load by modulating lysine deacetylase activity using valproic acid (VPA) and exposing virus-positive cells to the host immune response. We conducted a single-center, 2-year, open-label trial, with 19 HAM/TSP volunteers treated with oral VPA. Proviral load, CD38/HLA-DR expression, and CD8(+) lysis efficiency were not significantly affected by VPA. Mean scores of HAM/TSP disability did not differ between baseline and final visit. Walking Time Test increased significantly (> 20%) in 3 patients and was in keeping with minor VPA side effects (drowsiness and tremor). Walking Time Test improved rapidly after VPA discontinuation. We conclude that long-term treatment with VPA is safe in HAM/TSP.


Subject(s)
Enzyme Inhibitors/adverse effects , Paraparesis, Tropical Spastic/drug therapy , Paraparesis, Tropical Spastic/immunology , Valproic Acid/adverse effects , Adult , Aged , CD4-Positive T-Lymphocytes/drug effects , CD4-Positive T-Lymphocytes/metabolism , CD8-Positive T-Lymphocytes/drug effects , CD8-Positive T-Lymphocytes/metabolism , Cytophagocytosis/drug effects , Enzyme Inhibitors/administration & dosage , Enzyme Inhibitors/therapeutic use , Female , Human T-lymphotropic virus 1/drug effects , Humans , Immunity, Cellular/drug effects , Lymphocyte Activation/drug effects , Male , Middle Aged , Paraparesis, Tropical Spastic/blood , Paraparesis, Tropical Spastic/virology , Proviruses/drug effects , Severity of Illness Index , T-Lymphocytes, Cytotoxic/drug effects , T-Lymphocytes, Cytotoxic/immunology , Time Factors , Valproic Acid/administration & dosage , Valproic Acid/therapeutic use , Viral Load/drug effects
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