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1.
Front Plant Sci ; 15: 1340189, 2024.
Article in English | MEDLINE | ID: mdl-38525152

ABSTRACT

Genomic prediction and genome-wide association studies are becoming widely employed in potato key performance trait QTL identifications and to support potato breeding using genomic selection. Elite cultivars are tetraploid and highly heterozygous but also share many common ancestors and generation-spanning inbreeding events, resulting from the clonal propagation of potatoes through seed potatoes. Consequentially, many SNP markers are not in a 1:1 relationship with a single allele variant but shared over several alleles that might exert varying effects on a given trait. The impact of such redundant "diluted" predictors on the statistical models underpinning genome-wide association studies (GWAS) and genomic prediction has scarcely been evaluated despite the potential impact on model accuracy and performance. We evaluated the impact of marker location, marker type, and marker density on the genomic prediction and GWAS of five key performance traits in tetraploid potato (chipping quality, dry matter content, length/width ratio, senescence, and yield). A 762-offspring panel of a diallel cross of 18 elite cultivars was genotyped by sequencing, and markers were annotated according to a reference genome. Genomic prediction models (GBLUP) were trained on four marker subsets [non-synonymous (29,553 SNPs), synonymous (31,229), non-coding (32,388), and a combination], and robustness to marker reduction was investigated. Single-marker regression GWAS was performed for each trait and marker subset. The best cross-validated prediction correlation coefficients of 0.54, 0.75, 0.49, 0.35, and 0.28 were obtained for chipping quality, dry matter content, length/width ratio, senescence, and yield, respectively. The trait prediction abilities were similar across all marker types, with only non-synonymous variants improving yield predictive ability by 16%. Marker reduction response did not depend on marker type but rather on trait. Traits with high predictive abilities, e.g., dry matter content, reached a plateau using fewer markers than traits with intermediate-low correlations, such as yield. The predictions were unbiased across all traits, marker types, and all marker densities >100 SNPs. Our results suggest that using non-synonymous variants does not enhance the performance of genomic prediction of most traits. The major known QTLs were identified by GWAS and were reproducible across exonic and whole-genome variant sets for dry matter content, length/width ratio, and senescence. In contrast, minor QTL detection was marker type dependent.

2.
J Exp Biol ; 226(11)2023 06 01.
Article in English | MEDLINE | ID: mdl-37283090

ABSTRACT

Terrestrial arthropods in the Arctic are exposed to highly variable temperatures that frequently reach cold and warm extremes. Yet, ecophysiological studies on arctic insects typically focus on the ability of species to tolerate low temperatures, whereas studies investigating physiological adaptations of species to periodically warm and variable temperatures are few. In this study, we investigated temporal changes in thermal tolerances and the transcriptome in the Greenlandic seed bug Nysius groenlandicus, collected in the field across different times and temperatures in Southern Greenland. We found that plastic changes in heat and cold tolerances occurred rapidly (within hours) and at a daily scale in the field, and that these changes are correlated with diurnal temperature variation. Using RNA sequencing, we provide molecular underpinnings of the rapid adjustments in thermal tolerance across ambient field temperatures and in the laboratory. We show that transcriptional responses are sensitive to daily temperature changes, and days characterized by high temperature variation induced markedly different expression patterns than thermally stable days. Further, genes associated with laboratory-induced heat responses, including expression of heat shock proteins and vitellogenins, were shared across laboratory and field experiments, but induced at time points associated with lower temperatures in the field. Cold stress responses were not manifested at the transcriptomic level.


Subject(s)
Acclimatization , Arthropods , Animals , Acclimatization/physiology , Arthropods/metabolism , Cold Temperature , Hot Temperature , Insecta/genetics , Temperature , Transcriptome
4.
PLoS One ; 17(8): e0273481, 2022.
Article in English | MEDLINE | ID: mdl-36037153

ABSTRACT

Dickeya solani is a soft rot bacterium with high virulence. In potato, D. solani, like the other potato-infecting soft rot bacteria, causes rotting and wilting of the stems and rotting of tubers in the field and in storage. Latent, asymptomatic infections of potato tubers are common in harvested tubers, and if the storage conditions are not optimal, the latent infection turns into active rotting. We characterized potato gene expression in artificially inoculated tubers in nonsymptomatic, early infections 1 and 24 hours post-inoculation (hpi) and compared the results to the response in symptomatic tuber tissue 1 week (168 hpi) later with RNA-Seq. In the beginning of the infection, potato tubers expressed genes involved in the detection of the bacterium through pathogen-associated molecular patterns (PAMPs), which induced genes involved in PAMPs-triggered immunity, resistance, production of pathogenesis-related proteins, ROS, secondary metabolites and salicylic acid (SA) and jasmonic acid (JA) biosynthesis and signaling genes. In the symptomatic tuber tissue one week later, the PAMPs-triggered gene expression was downregulated, whereas primary metabolism was affected, most likely leading to free sugars fueling plant defense but possibly also aiding the growth of the pathogen. In the symptomatic tubers, pectic enzymes and cell wall-based defenses were activated. Measurement of hormone production revealed increased SA concentration and almost no JA in the asymptomatic tubers at the beginning of the infection and high level of JA and reduced SA in the symptomatic tubers one week later. These findings suggest that potato tubers rely on different defense strategies in the different phases of D. solani infection even when the infection takes place in fully susceptible plants incubated in conditions leading to rotting. These results support the idea that D. solani is a biotroph rather than a true necrotroph.


Subject(s)
Solanum tuberosum , Dickeya , Enterobacteriaceae/genetics , Gene Expression , Pathogen-Associated Molecular Pattern Molecules , Plant Diseases/genetics , Plant Diseases/microbiology , Plant Growth Regulators , Salicylic Acid , Solanum tuberosum/microbiology
5.
Microb Cell Fact ; 21(1): 9, 2022 Jan 10.
Article in English | MEDLINE | ID: mdl-35012550

ABSTRACT

The biosynthetic pathways for the fungal polyketides bikaverin and bostrycoidin, from Fusarium verticillioides and Fusarium solani respectively, were reconstructed and heterologously expressed in S. cerevisiae alongside seven different phosphopantetheinyl transferases (PPTases) from a variety of origins spanning bacterial, yeast and fungal origins. In order to gauge the efficiency of the interaction between the ACP-domains of the polyketide synthases (PKS) and PPTases, each were co-expressed individually and the resulting production of target polyketides were determined after 48 h of growth. In co-expression with both biosynthetic pathways, the PPTase from Fusarium verticillioides (FvPPT1) proved most efficient at producing both bikaverin and bostrycoidin, at 1.4 mg/L and 5.9 mg/L respectively. Furthermore, the remaining PPTases showed the ability to interact with both PKS's, except for a single PKS-PPTase combination. The results indicate that it is possible to boost the production of a target polyketide, simply by utilizing a more optimal PPTase partner, instead of the commonly used PPTases; NpgA, Gsp and Sfp, from Aspergillus nidulans, Brevibacillus brevis and Bacillus subtilis respectively.


Subject(s)
Bacterial Proteins/metabolism , Fusarium/enzymology , Polyketide Synthases/metabolism , Transferases (Other Substituted Phosphate Groups)/metabolism , Xanthones/metabolism , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Biosynthetic Pathways , Cloning, Molecular , Fusarium/genetics , Isoquinolines/metabolism , Models, Molecular , Polyketide Synthases/chemistry , Polyketide Synthases/genetics , Protein Domains , Protein Structure, Tertiary , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Transferases (Other Substituted Phosphate Groups)/chemistry , Transferases (Other Substituted Phosphate Groups)/genetics
6.
Front Genome Ed ; 3: 795644, 2021.
Article in English | MEDLINE | ID: mdl-35128523

ABSTRACT

Potato, Solanum tuberosum is a highly diverse tetraploid crop. Elite cultivars are extremely heterozygous with a high prevalence of small length polymorphisms (indels) and single nucleotide polymorphisms (SNPs) within and between cultivars, which must be considered in CRISPR/Cas gene editing strategies and designs to obtain successful gene editing. In the present study, in-depth sequencing of the gene encoding glucan water dikinase (GWD) 1 and the downy mildew resistant 6 (DMR6-1) genes in the potato cultivars Saturna and Wotan, respectively, revealed both indels and a 1.3-2.8 higher SNP prevalence when compared to the heterozygous diploid RH genome sequence as expected for a tetraploid compared to a diploid. This complicates guide RNA (gRNA) and diagnostic PCR designs. At the same time, high editing efficiencies at the cell pool (protoplast) level are pivotal for achieving full allelic knock-out in tetraploids. Furthermore, high editing efficiencies reduce the downstream cumbersome and delicate ex-plant regeneration. Here, CRISPR/Cas ribonucleoprotein particles (RNPs) were delivered transiently to protoplasts by polyethylene glycol (PEG) mediated transformation. For each of GWD1 and the DMR6-1, 6-10 gRNAs were designed to target regions comprising the 5' and the 3' end of the two genes. Similar to other studies including several organisms, editing efficiency of the individual RNPs varied significantly, and some generated specific indel patterns. RNP's targeting the 5' end of GWD1 yielded significantly higher editing efficiency as compared to targeting the 3' end. For DMR6-1, such an effect was not seen. Simultaneously targeting each of the two target regions with two RNPs (multiplexing) yielded a clear positive synergistic effect on the total editing when targeting the 3' end of the GWD1 gene only. Multiplexing of the two genes, residing on different chromosomes, yielded no or a slightly negative effect on editing from the single or combined gRNA/RNPs. These initial findings may instigate much larger studies needed for facilitating and optimizing precision breeding in plants.

7.
Int J Mol Sci ; 21(20)2020 Oct 14.
Article in English | MEDLINE | ID: mdl-33066643

ABSTRACT

Through stepwise recreation of the biosynthetic gene cluster containing PKS3 from Fusarium solani, it was possible to produce the core scaffold compound of bostrycoidin, a red aza-anthraquinone pigment in Saccharomyces cerevisiae. This was achieved through sequential transformation associated recombination (TAR) cloning of FvPPT, fsr1, fsr2, and fsr3 into the pESC-vector system, utilizing the inducible bidirectional galactose promoter for heterologous expression in S. cerevisiae. The production of the core metabolite bostrycoidin was investigated through triplicate growth cultures for 1-4 days, where the maximum titer of bostrycoidin was achieved after 2 days of induction, yielding 2.2 mg/L.


Subject(s)
Cloning, Molecular , Fungal Proteins/genetics , Fusarium/genetics , Naphthoquinones/metabolism , Polyketide Synthases/genetics , Fungal Proteins/metabolism , Isoquinolines/metabolism , Multigene Family , Polyketide Synthases/metabolism , Promoter Regions, Genetic , Saccharomyces cerevisiae/genetics
8.
BMC Plant Biol ; 19(1): 262, 2019 Jun 17.
Article in English | MEDLINE | ID: mdl-31208336

ABSTRACT

BACKGROUND: Stored potato (Solanum tuberosum L.) tubers are sensitive to wet conditions that can cause rotting in long-term storage. To study the effect of water on the tuber surface during storage, microarray analysis, RNA-Seq profiling, qRT-PCR and phytohormone measurements were performed to study gene expression and hormone content in wet tubers incubated at two temperatures: 4 °C and 15 °C. The growth of the plants was also observed in a greenhouse after the incubation of tubers in wet conditions. RESULTS: Wet conditions induced a low-oxygen response, suggesting reduced oxygen availability in wet tubers at both temperatures when compared to that in the corresponding dry samples. Wet conditions induced genes coding for heat shock proteins, as well as proteins involved in fermentative energy production and defense against reactive oxygen species (ROS), which are transcripts that have been previously associated with low-oxygen stress in hypoxic or anoxic conditions. Wet treatment also induced senescence-related gene expression and genes involved in cell wall loosening, but downregulated genes encoding protease inhibitors and proteins involved in chloroplast functions and in the biosynthesis of secondary metabolites. Many genes involved in the production of phytohormones and signaling were also affected by wet conditions, suggesting altered regulation of growth by wet conditions. Hormone measurements after incubation showed increased salicylic acid (SA), abscisic acid (ABA) and auxin (IAA) concentrations as well as reduced production of jasmonate 12-oxo-phytodienoic acid (OPDA) in wet tubers. After incubation in wet conditions, the tubers produced fewer stems and more roots compared to controls incubated in dry conditions. CONCLUSIONS: In wet conditions, tubers invest in ROS protection and defense against the abiotic stress caused by reduced oxygen due to excessive water. Changes in ABA, SA and IAA that are antagonistic to jasmonates affect growth and defenses, causing induction of root growth and rendering tubers susceptible to necrotrophic pathogens. Water on the tuber surface may function as a signal for growth, similar to germination of seeds.


Subject(s)
Food Storage , Plant Growth Regulators/metabolism , Plant Tubers/metabolism , Solanum tuberosum/metabolism , Carbohydrate Metabolism , Cell Wall/metabolism , Chloroplasts/metabolism , Gene Expression Regulation, Plant , Oligonucleotide Array Sequence Analysis , Oxidative Stress , Plant Tubers/growth & development , Secondary Metabolism , Solanum tuberosum/growth & development , Transcriptome , Water
9.
PLoS Genet ; 15(6): e1008205, 2019 06.
Article in English | MEDLINE | ID: mdl-31188830

ABSTRACT

The relationship between population size, inbreeding, loss of genetic variation and evolutionary potential of fitness traits is still unresolved, and large-scale empirical studies testing theoretical expectations are surprisingly scarce. Here we present a highly replicated experimental evolution setup with 120 lines of Drosophila melanogaster having experienced inbreeding caused by low population size for a variable number of generations. Genetic variation in inbred lines and in outbred control lines was assessed by genotyping-by-sequencing (GBS) of pooled samples consisting of 15 males per line. All lines were reared on a novel stressful medium for 10 generations during which body mass, productivity, and extinctions were scored in each generation. In addition, we investigated egg-to-adult viability in the benign and the stressful environments before and after rearing at the stressful conditions for 10 generations. We found strong positive correlations between levels of genetic variation and evolutionary response in all investigated traits, and showed that genomic variation was more informative in predicting evolutionary responses than population history reflected by expected inbreeding levels. We also found that lines with lower genetic diversity were at greater risk of extinction. For viability, the results suggested a trade-off in the costs of adapting to the stressful environments when tested in a benign environment. This work presents convincing support for long-standing evolutionary theory, and it provides novel insights into the association between genetic variation and evolutionary capacity in a gradient of diversity rather than dichotomous inbred/outbred groups.


Subject(s)
Genetic Variation/genetics , Genetics, Population , Genotype , Inbreeding , Animals , Drosophila melanogaster/genetics , Female , Genomics , Male , Phenotype , Population Density , Sequence Analysis, DNA
10.
Front Plant Sci ; 9: 1118, 2018.
Article in English | MEDLINE | ID: mdl-30131817

ABSTRACT

Genomic selection (GS) is becoming increasingly applicable to crops as the genotyping costs continue to decrease, which makes it an attractive alternative to traditional selective breeding based on observed phenotypes. With genome-wide molecular markers, selection based on predictions from genotypes can be made in the absence of direct phenotyping. The reliability of predictions depends strongly on the number of individuals used for training the predictive algorithms, particularly in a highly genetically diverse organism such as potatoes; however, the relationship between the individuals also has an enormous impact on prediction accuracy. Here we have studied genomic prediction in three different panels of potato cultivars, varying in size, design, and phenotypic profile. We have developed genomic prediction models for two important agronomic traits of potato, dry matter content and chipping quality. We used genotyping-by-sequencing to genotype 1,146 individuals and generated genomic prediction models from 167,637 markers to calculate genomic estimated breeding values with genomic best linear unbiased prediction. Cross-validated prediction correlations of 0.75-0.83 and 0.39-0.79 were obtained for dry matter content and chipping quality, respectively, when combining the three populations. These prediction accuracies were similar to those obtained when predicting performance within each panel. In contrast, but not unexpectedly, predictions across populations were generally lower, 0.37-0.71 and 0.28-0.48 for dry matter content and chipping quality, respectively. These predictions are not limited by the number of markers included, since similar prediction accuracies could be obtained when using merely 7,800 markers (<5%). Our results suggest that predictions across breeding populations in tetraploid potato are presently unreliable, but that individual prediction models within populations can be combined in an additive fashion to obtain high quality prediction models relevant for several breeding populations.

11.
Plant Genome ; 11(1)2018 03.
Article in English | MEDLINE | ID: mdl-29505631

ABSTRACT

Kleb. is a pathogenic fungus causing wilting, chlorosis, and early dying in potato ( L.). Genetic mapping of resistance to was done using a diploid population of potato. The major quantitative trait locus (QTL) for resistance was found on chromosome 5. The gene, controlling earliness of maturity and tuberization, was mapped within the interval. Another QTL on chromosome 9 co-localized with the wilt resistance gene marker. Epistasis analysis indicated that the loci on chromosomes 5 and 9 had a highly significant interaction, and that functioned downstream of The alleles were sequenced and found to encode StCDF1.1 and StCDF1.3. Interaction between the resistance allele and the was demonstrated, but not for Genome-wide expression QTL (eQTL) analysis was performed and genes with eQTL at the and loci were both found to have similar functions involving the chloroplast, including photosynthesis, which declines in both maturity and wilt. Among the gene ontology (GO) terms that were specific to genes with eQTL at the , but not the locus, were those associated with fungal defense. These results suggest that controls fungal defense and reduces early dying in wilt through affecting genetic pathway controlling tuberization timing.


Subject(s)
Disease Resistance/genetics , Plant Diseases/microbiology , Quantitative Trait Loci , Solanum tuberosum/physiology , Verticillium/pathogenicity , Diploidy , Epistasis, Genetic , Gene Expression Regulation, Plant , Gene Ontology , Plant Diseases/genetics , Plant Proteins/genetics , Plant Tubers/physiology , Solanum tuberosum/genetics , Solanum tuberosum/microbiology
12.
J Nat Prod ; 80(7): 2131-2135, 2017 07 28.
Article in English | MEDLINE | ID: mdl-28708398

ABSTRACT

Production of chrysogine has been reported from several fungal genera including Penicillium, Aspergillus, and Fusarium. Anthranilic acid and pyruvic acid, which are expected precursors of chrysogine, enhance production of this compound. A possible route for the biosynthesis using these substrates is via a nonribosomal peptide synthetase (NRPS). Through comparative analysis of the NRPSs from genome-sequenced producers of chrysogine we identified a candidate NRPS cluster comprising five additional genes named chry2-6. Deletion of the two-module NRPS (NRPS14 = chry1) abolished chrysogine production in Fusarium graminearum, indicating that the gene cluster is responsible for chrysogine biosynthesis. Overexpression of NRPS14 enhanced chrysogine production, suggesting that the NRPS is the bottleneck in the biosynthetic pathway.


Subject(s)
Alkaloids/metabolism , Peptide Synthases/metabolism , Quinazolinones/metabolism , Alkaloids/chemistry , Aspergillus/chemistry , Aspergillus/genetics , Biosynthetic Pathways , Fusarium/chemistry , Fusarium/genetics , Molecular Structure , Multigene Family , Penicillium/chemistry , Penicillium/genetics , Pyruvic Acid/metabolism , Quinazolinones/chemistry , ortho-Aminobenzoates/metabolism
13.
BMC Microbiol ; 16: 80, 2016 May 05.
Article in English | MEDLINE | ID: mdl-27150914

ABSTRACT

BACKGROUND: Staphylococcus aureus gene expression has been sparsely studied in deep-sited infections in humans. Here, we characterized the staphylococcal transcriptome in vivo and the joint fluid metabolome in a prosthetic joint infection with an acute presentation using deep RNA sequencing and nuclear magnetic resonance spectroscopy, respectively. We compared our findings with the genome, transcriptome and metabolome of the S. aureus joint fluid isolate grown in vitro. RESULT: From the transcriptome analysis we found increased expression of siderophore synthesis genes and multiple known virulence genes. The regulatory pattern of catabolic pathway genes indicated that the bacterial infection was sustained on amino acids, glycans and nucleosides. Upregulation of fermentation genes and the presence of ethanol in joint fluid indicated severe oxygen limitation in vivo. CONCLUSION: This single case study highlights the capacity of combined transcriptome and metabolome analyses for elucidating the pathogenesis of prosthetic infections of major clinical importance.


Subject(s)
Gene Expression Profiling/methods , Knee Prosthesis/adverse effects , Metabolomics/methods , Prosthesis-Related Infections/microbiology , Sequence Analysis, RNA/methods , Staphylococcus aureus/isolation & purification , Bacterial Proteins/genetics , Gene Expression Regulation, Bacterial , Gene Regulatory Networks , Humans , Pilot Projects , Staphylococcal Infections/microbiology , Staphylococcus aureus/genetics , Staphylococcus aureus/pathogenicity
14.
Theor Appl Genet ; 128(11): 2143-53, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26163769

ABSTRACT

KEY MESSAGE: WUE phenotyping and subsequent QTL analysis revealed cytosolic GS genes importance for limiting N loss due to photorespiration under well-watered and well-fertilized conditions. Potato (Solanum tuberosum L.) closes its stomata at relatively low soil water deficits frequently encountered in normal field conditions resulting in unnecessary annual yield losses and extensive use of artificial irrigation. Therefore, unraveling the genetics underpinning variation in water use efficiency (WUE) of potato is important, but has been limited by technical difficulties in assessing the trait on individual plants and thus is poorly understood. In this study, a mapping population of potatoes has been robustly phenotyped, and considerable variation in WUE under well-watered conditions was observed. Two extreme WUE bulks of clones were identified and pools of genomic DNA from them as well as the parents were sequenced and mapped to reference potato genome. Following a novel data analysis approach, two highly resolved QTLs were found on chromosome 1 and 9. Interestingly, three genes encoding isoforms of cytosolic glutamine synthase were located in the QTL at chromosome 1 suggesting a major contribution of this enzyme to photosynthetic efficiency and thus WUE in potato. Indeed, Glutamine synthetase enzyme activity of leaf extracts was measured and found to be correlated with contrasting WUE phenotypes.


Subject(s)
Glutamate-Ammonia Ligase/physiology , Photosynthesis , Plant Proteins/physiology , Quantitative Trait Loci , Solanum tuberosum/genetics , Water/physiology , Chromosome Mapping , Cytosol/enzymology , DNA, Plant/genetics , Glutamate-Ammonia Ligase/genetics , High-Throughput Nucleotide Sequencing , Phenotype , Plant Leaves/enzymology , Plant Proteins/genetics , Sequence Analysis, DNA , Solanum tuberosum/enzymology , Solanum tuberosum/physiology
15.
ISME J ; 7(3): 543-54, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23178666

ABSTRACT

Members of the genus Tetrasphaera are considered to be putative polyphosphate accumulating organisms (PAOs) in enhanced biological phosphorus removal (EBPR) from wastewater. Although abundant in Danish full-scale wastewater EBPR plants, how similar their ecophysiology is to 'Candidatus Accumulibacter phosphatis' is unclear, although they may occupy different ecological niches in EBPR communities. The genomes of four Tetrasphaera isolates (T. australiensis, T. japonica, T. elongata and T. jenkinsii) were sequenced and annotated, and the data used to construct metabolic models. These models incorporate central aspects of carbon and phosphorus metabolism critical to understanding their behavior under the alternating anaerobic/aerobic conditions encountered in EBPR systems. Key features of these metabolic pathways were investigated in pure cultures, although poor growth limited their analyses to T. japonica and T. elongata. Based on the models, we propose that under anaerobic conditions the Tetrasphaera-related PAOs take up glucose and ferment this to succinate and other components. They also synthesize glycogen as a storage polymer, using energy generated from the degradation of stored polyphosphate and substrate fermentation. During the aerobic phase, the stored glycogen is catabolized to provide energy for growth and to replenish the intracellular polyphosphate reserves needed for subsequent anaerobic metabolism. They are also able to denitrify. This physiology is markedly different to that displayed by 'Candidatus Accumulibacter phosphatis', and reveals Tetrasphaera populations to be unusual and physiologically versatile PAOs carrying out denitrification, fermentation and polyphosphate accumulation.


Subject(s)
Actinomycetales/physiology , Models, Biological , Phosphorus/metabolism , Actinomycetales/classification , Actinomycetales/genetics , Actinomycetales/metabolism , Betaproteobacteria/genetics , Carbon/metabolism , Genome, Bacterial/genetics , Phylogeny , Polyphosphates/metabolism , Wastewater/microbiology
16.
BMC Genomics ; 13: 596, 2012 Nov 05.
Article in English | MEDLINE | ID: mdl-23127183

ABSTRACT

BACKGROUND: Malignant cells in tumours of B-cell origin account for 0.1% to 98% of the total cell content, depending on disease entity. Recently, gene expression profiles (GEPs) of B-cell lymphomas based on microarray technologies have contributed significantly to improved sub-classification and diagnostics. However, the varying degrees of malignant B-cell frequencies in analysed samples influence the interpretation of the GEPs. Based on emerging next-generation sequencing technologies (NGS) like tag sequencing (tag-seq) for GEP, it is expected that the detection of mRNA transcripts from malignant B-cells can be supplemented. This study provides a quantitative assessment and comparison of the ability of microarrays and tag-seq to detect mRNA transcripts from malignant B-cells. A model system was established by eight serial dilutions of the malignant B-cell lymphoma cell line, OCI-Ly8, into the embryonic kidney cell line, HEK293, prior to parallel analysis by exon microarrays and tag-seq. RESULTS: We identified 123 and 117 differentially expressed genes between pure OCI-Ly8 and HEK293 cells by exon microarray and tag-seq, respectively. There were thirty genes in common, and of those, most were B-cell specific. Hierarchical clustering from all dilutions based on the differentially expressed genes showed that neither technology could distinguish between samples with less than 1% malignant B-cells from non-B-cells. A novel statistical concept was developed to assess the ability to detect single genes for both technologies, and used to demonstrate an inverse proportional relationship with the sample purity. Of the 30 common genes, the detection capability of a representative set of three B-cell specific genes--CD74, HLA-DRA, and BCL6 - was analysed. It was noticed that at least 5%, 13% and 22% sample purity respectively was required for detection of the three genes by exon microarray whereas at least 2%, 4% and 51% percent sample purity of malignant B-cells were required for tag-seq detection. CONCLUSION: A sample purity-dependent loss of the ability to detect genes for both technologies was demonstrated. Taq-seq, in comparison to exon microarray, required slightly less malignant B-cells in the samples analysed in order to detect the two most abundantly expressed of the selected genes. The results show that malignant cell frequency is an important variable, with fundamental impact when interpreting GEPs from both technologies.


Subject(s)
Lymphoma, B-Cell/genetics , Oligonucleotide Array Sequence Analysis/methods , Sequence Analysis, RNA/methods , Antigens, Differentiation, B-Lymphocyte/genetics , Cell Line, Tumor , Cluster Analysis , DNA-Binding Proteins/genetics , Exons , HEK293 Cells , HLA-DR alpha-Chains/genetics , Histocompatibility Antigens Class II/genetics , Humans , Lymphoma, B-Cell/metabolism , Models, Genetic , Proto-Oncogene Proteins c-bcl-6
17.
ISME J ; 6(6): 1094-106, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22170425

ABSTRACT

Enhanced biological phosphorus removal (EBPR) is widely used for removal of phosphorus from wastewater. In this study, a metagenome (18.2 Gb) was generated using Illumina sequencing from a full-scale EBPR plant to study the community structure and genetic potential. Quantitative fluorescence in situ hybridization (qFISH) was applied as an independent method to evaluate the community structure. The results were in qualitative agreement, but a DNA extraction bias against gram positive bacteria using standard extraction protocols was identified, which would not have been identified without the use of qFISH. The genetic potential for community function showed enrichment of genes involved in phosphate metabolism and biofilm formation, reflecting the selective pressure of the EBPR process. Most contigs in the assembled metagenome had low similarity to genes from currently sequenced genomes, underlining the need for more reference genomes of key EBPR species. Only the genome of 'Candidatus Accumulibacter', a genus of phosphorus-removing organisms, was closely enough related to the species present in the metagenome to allow for detailed investigations. Accumulibacter accounted for only 4.8% of all bacteria by qFISH, but the depth of sequencing enabled detailed insight into their microdiversity in the full-scale plant. Only 15% of the reads matching Accumulibacter had a high similarity (>95%) to the sequenced Accumulibacter clade IIA strain UW-1 genome, indicating the presence of some microdiversity. The differences in gene complement between the Accumulibacter clades were limited to genes for extracellular polymeric substances and phage-related genes, suggesting a selective pressure from phages on the Accumulibacter diversity.


Subject(s)
Bacteria/genetics , Metagenome , Phosphorus/metabolism , Wastewater/microbiology , Bacteria/classification , Bacteria/metabolism , DNA, Bacterial/genetics , In Situ Hybridization, Fluorescence , RNA, Ribosomal, 16S/genetics , RNA, Ribosomal, 16S/metabolism , Sequence Analysis, DNA , Sewage/microbiology , Waste Disposal, Fluid
18.
Protein Eng Des Sel ; 24(1-2): 89-97, 2011 Jan.
Article in English | MEDLINE | ID: mdl-21097953

ABSTRACT

Membranes not only provide cellular compartmentalization but influence protein behavior and folding by virtue of the multitude of different lipid types. We have studied the impact of lipid composition on the folding of the membrane-associated protein Mistic from B. subtilis. We use dimerisation via the single Cys3 residue as monitor for the degree of correct folding, since mis- or unfolding will expose the otherwise buried Cys3. We find great variability in how lipids affect protein production and dimerization, ranging from high production and low dimerization via increased production and higher dimerization to low production and low dimerization. Phosphocholine (PC) vesicles, in particular di-oleoyl-PC, lead to the highest production levels. Shorter chain lengths lead to reduced production but higher levels of dimerization. Different lipids may promote correct folding of Mistic to different extents, mediated by proper hydrophobic matching (attained for long-chain but not short-chain PC vesicles) and the existence of a fluid phase (the gel phase reduces production as well as dimerization, probably by immobilizing Mistic on the surface). The very fact that different lipids have an effect indicates that Mistic behaves like a bona fide membrane protein with a clear preference for membranes of a certain thickness and flexibility.


Subject(s)
Bacillus subtilis/chemistry , Bacterial Proteins/chemistry , Membrane Lipids/chemistry , Membrane Proteins/chemistry , Hydrophobic and Hydrophilic Interactions , Liposomes/chemistry , Models, Molecular , Phosphatidylcholines/chemistry , Protein Folding , Protein Multimerization
20.
J Biol Chem ; 283(23): 15694-700, 2008 Jun 06.
Article in English | MEDLINE | ID: mdl-18400758

ABSTRACT

We have previously reported the association of a mutation (c.292G > A/p.V98I) in the human HSPD1 gene that encodes the mitochondrial Hsp60 chaperonin with a dominantly inherited form of hereditary spastic paraplegia. Here, we show that the purified Hsp60-(p.V98I) chaperonin displays decreased ATPase activity and exhibits a strongly reduced capacity to promote folding of denatured malate dehydrogenase in vitro. To test its in vivo functions, we engineered a bacterial model system that lacks the endogenous chaperonin genes and harbors two plasmids carrying differentially inducible operons with human Hsp10 and wild-type Hsp60 or Hsp10 and Hsp60-(p.V98I), respectively. Ten hours after shutdown of the wild-type chaperonin operon and induction of the Hsp60-(p.V98I)/Hsp10 mutant operon, bacterial cell growth was strongly inhibited. No globally increased protein aggregation was observed, and microarray analyses showed that a number of genes involved in metabolic pathways, some of which are essential for robust aerobic growth, were strongly up-regulated in Hsp60-(p.V98I)-expressing bacteria, suggesting that the growth arrest was caused by defective folding of some essential proteins. Co-expression of Hsp60-(p.V98I) and wild-type Hsp60 exerted a dominant negative effect only when the chaperonin genes were expressed at relatively low levels. Based on our in vivo and in vitro data, we propose that the major effect of heterozygosity for the Hsp60-(p.V98I) mutation is a moderately decreased activity of chaperonin complexes composed of mixed wild-type and Hsp60-(p.V98I) mutant subunits.


Subject(s)
Adenosine Triphosphatases/metabolism , Amino Acid Substitution , Chaperonins/metabolism , Microtubule-Associated Proteins/metabolism , Spastic Paraplegia, Hereditary/metabolism , Adenosine Triphosphatases/genetics , Chaperonin 10/genetics , Chaperonin 10/metabolism , Chaperonin 60 , Chaperonins/genetics , Escherichia coli/genetics , Escherichia coli/growth & development , Heterozygote , Humans , Malate Dehydrogenase/genetics , Malate Dehydrogenase/metabolism , Microtubule-Associated Proteins/genetics , Mitochondrial Proteins , Models, Biological , Operon/genetics , Protein Folding , Spastic Paraplegia, Hereditary/genetics
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