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Iskalni niz: "ključne besede" (gene expression) .

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1.
The effect of reduced dietary protein on adipose tissue in local krškopolje pigs
Klavdija Poklukar Žnidaršič, Marjeta Čandek-Potokar, Milka Vrecl, Jana Brankovič, Matjaž Uršič, Martin Škrlep, 2025, izvirni znanstveni članek

Povzetek: The Slovenian autochthonous breed, Krškopolje pig, is known for high fatness and better adaptability to different environmental conditions and feed resources. However, the metabolic processes underlying these adaptations, especially in response to different diets, have not yet been studied. A deeper understanding of these mechanisms could provide valuable insights into the breed’s adaptability to different environmental conditions. Therefore, the main objective of this study was to evaluate the effect of a low-protein (LP) diet on adipose tissue in Krškopolje pigs reared in either organic outdoor (n = 2 × 12) or conventional indoor (n = 2 × 14) systems. In the outdoor system, the LP diet had no effect on adipocyte size compared to the control (high-protein) diet, while it increased lipogenic enzyme activities and monounsaturated fatty acid content, and decreased polyunsaturated fatty acid content (p < 0.05). RNA sequencing revealed the upregulation of 28 genes and the downregulation of 37 genes. The upregulated genes were mainly involved in lipid metabolism (ACLY, FASN, ACACA, MOGAT2), oxidative stress, and mitochondrial function. In the indoor system, pigs on the LP diet had smaller adipocytes (p < 0.05), whereas no differences were detected in the lipogenic enzyme activities or fatty acid composition (p > 0.10). RNA sequencing revealed 30 upregulated and 28 downregulated genes. In the indoor system, heat shock proteins (HSP70.2, HSPA6) were upregulated in pigs on the LP diet, while genes involved in the innate immune system (MSR1, TREM2, CSF3R) were downregulated. To conclude, the present study showed that LP diet affected adipose tissue metabolism and gene expression in Krškopolje pigs, with different transcriptomic responses observed in outdoor and indoor rearing conditions.
Ključne besede: pig, local breed, low-protein diet, indoor system, outdoor system, subcutaneous adipose tissue, RNA-sequencing, nCounter gene expression assay
Objavljeno v DiRROS: 12.05.2025; Ogledov: 122; Prenosov: 21
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2.
An international comparability study on quantification of mRNA gene expression ratios: CCQM-P103.1
Alison S. Devonshire, Tina Demšar, Jana Žel, Andrej Blejec, Mojca Milavec, 2016, izvirni znanstveni članek

Povzetek: Measurement of RNA can be used to study and monitor a range of infectious and non-communicable diseases, with profiling of multiple gene expression mRNA transcripts being increasingly applied to cancer stratification and prognosis. An international comparison study (Consultative Committee for Amount of Substance (CCQM)-P103.1) was performed in order to evaluate the comparability of measurements of RNA copy number ratio for multiple gene targets between two samples. Six exogenous synthetic targets comprising of External RNA Control Consortium (ERCC) standards were measured alongside transcripts for three endogenous gene targets present in the background of human cell line RNA. The study was carried out under the auspices of the Nucleic Acids (formerly Bioanalysis) Working Group of the CCQM. It was coordinated by LGC (United Kingdom) with the support of National Institute of Standards and Technology (USA) and results were submitted from thirteen National Metrology Institutes and Designated Institutes. The majority of laboratories performed RNA measurements using RT-qPCR, with datasets also being submitted by two laboratories based on reverse transcription digital polymerase chain reaction and one laboratory using a next-generation sequencing method. In RT-qPCR analysis, the RNA copy number ratios between the two samples were quantified using either a standard curve or a relative quantification approach. In general, good agreement was observed between the reported results of ERCC RNA copy number ratio measurements. Measurements of the RNA copy number ratios for endogenous genes between the two samples were also consistent between the majority of laboratories. Some differences in the reported values and confidence intervals (‘measurement uncertainties’) were noted which may be attributable to choice of measurement method or quantification approach. This highlights the need for standardised practices for the calculation of fold change ratios and uncertainties in the area of gene expression profiling.
Ključne besede: RNA copy number ratio, RT-qPCR, gene expression, normalisation, standardisation, molecular diagnostic, transcriptomics, cancer, diagnostics, biomarker identification and validation
Objavljeno v DiRROS: 04.03.2025; Ogledov: 175; Prenosov: 77
.pdf Celotno besedilo (1,78 MB)
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3.
Chloroplast vesiculation and induced chloroplast vesiculation and senescence-associated gene 12 expression during tomato flower pedicel abscission
Magda Tušek-Žnidarič, Maja Zagorščak, Živa Ramšak, Katja Stare, Marko Chersicola, Maruša Pompe Novak, Aleš Kladnik, Marina Dermastia, 2025, izvirni znanstveni članek

Povzetek: Abscission is a tightly regulated process in which plants shed unnecessary, infected, damaged, or aging organs, as well as ripe fruits, through predetermined abscission zones in response to developmental, hormonal, and environmental signals. Despite its importance, the underlying mechanisms remain incompletely understood. This study highlights the deleterious effects of abscission on chloroplast ultrastructure in the cells of the tomato flower pedicel abscission zone, revealing spatiotemporal differential gene expression and key transcriptional networks involved in chloroplast vesiculation during abscission. Significant changes in chloroplast structure and vesicle formation were observed 8 and 14 h after abscission induction, coinciding with the differential expression of vesiculation-related genes, particularly with upregulation of Senescence-Associated Gene 12 (SAG12) and Chloroplast Vesiculation (CV). This suggests a possible vesicle transport of chloroplast degrading material for recycling by autophagy-independent senescence-associated vacuoles (SAVs) and CV-containing vesicles (CCVs). Ethylene signaling appears to be involved in the regulation of these processes, as treatment with a competitive inhibitor of ethylene action, 1-methylcyclopropene, delayed vesiculation, reduced the expression of SAG12, and increased expression of Curvature Thylakoid 1A (CURT1A). In addition, chloroplast vesiculation during abscission was associated with differential expression of photosynthesis-related genes, particularly those involved in light reactions, underscoring the possible functional impact of the observed structural changes. This work provides new insights into the molecular and ultrastructural mechanisms underlying abscission and offers potential new targets for agricultural or biotechnological applications.
Ključne besede: abscission, chloroplast vesiculation, CURT1A, CV-containing vesicle, senescence-associated vacuole, ethylene, gene expression, tomato flower pedicel
Objavljeno v DiRROS: 10.01.2025; Ogledov: 375; Prenosov: 199
.pdf Celotno besedilo (10,69 MB)
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4.
AmiCa : atlas of miRNA-gene correlations in cancer
Nina Hauptman, Jože Pižem, 2024, izvirni znanstveni članek

Povzetek: The increasing availability of RNA sequencing data has opened up numerous opportunities to analyze various RNA interactions, including microRNA-target interactions (MTIs). In response to the necessity for a specialized tool to study MTIs in cancer and normal tissues, we developed AmiCa (https://amica.omics.si/), a web server designed for comprehensive analysis of mature microRNA (miRNA) and gene expression in 32 cancer types. Data from 9498 tumor samples and 626 normal samples from The Cancer Genome Atlas were obtained through the Genomic Data Commons and used to calculate differential expression and miRNA-target gene (MTI) correlations. AmiCa provides data on differential expression of miRNAs/genes for cancers for which normal tissue samples were available. In addition, the server calculates and presents correlations separately for tumor and normal samples for cancers for which normal samples are available. Furthermore, it enables the exploration of miRNA/gene expression in all cancer types with different miRNA/gene expression. In addition, AmiCa includes a ranking system for genes and miRNAs that can be used to identify those that are particularly highly expressed in certain cancers compared to other cancers, facilitating targeted and cancer-specific research. Finally, the functionality of AmiCa is illustrated by two case studies.
Ključne besede: miRNA, gene, expression, cancer, correlation, gene prioritization
Objavljeno v DiRROS: 31.12.2024; Ogledov: 280; Prenosov: 142
.pdf Celotno besedilo (9,33 MB)
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5.
Amino acid sequence encodes protein abundance shaped by protein stability at reduced synthesis cost
Filip Buric, Sandra Viknander, Xiaozhi Fu, Oliver Lemke, Oriol Gracia Carmona, Jan Zrimec, Lukasz Szyrwiel, Michael Mülleder, Markus Ralser, Aleksej Zelezniak, 2025, izvirni znanstveni članek

Povzetek: Understanding what drives protein abundance is essential to biology, medicine, and biotechnology. Driven by evolutionary selection, an amino acid sequence is tailored to meet the required abundance of a proteome, underscoring the intricate relationship between sequence and functional demand. Yet, the specific role of amino acid sequences in determining proteome abundance remains elusive. Here we show that the amino acid sequence alone encodes over half of protein abundance variation across all domains of life, ranging from bacteria to mouse and human. With an attempt to go beyond predictions, we trained a manageable-size Transformer model to interpret latent factors predictive of protein abundances. Intuitively, the model's attention focused on the protein's structural features linked to stability and metabolic costs related to protein synthesis. To probe these relationships, we introduce MGEM (Mutation Guided by an Embedded Manifold), a methodology for guiding protein abundance through sequence modifications. We find that mutations which increase predicted abundance have significantly altered protein polarity and hydrophobicity, underscoring a connection between protein structural features and abundance. Through molecular dynamics simulations we revealed that abundance-enhancing mutations possibly contribute to protein thermostability by increasing rigidity, which occurs at a lower synthesis cost.
Ključne besede: molecular biology, biotechnology, bioinformatics, deep learning, gene expression, synthetic biology, protein abundance, amino acid sequence, evolutionary selection, transformer model, MGEM (Mutation guided by an embedded manifold)
Objavljeno v DiRROS: 17.12.2024; Ogledov: 325; Prenosov: 171
.pdf Celotno besedilo (13,19 MB)
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6.
Toward learning the principles of plant gene regulation
Jan Zrimec, Aleksej Zelezniak, Kristina Gruden, 2022, drugi znanstveni članki

Povzetek: Advanced machine learning (ML) algorithms produce highly accurate models of gene expression, uncovering novel regulatory features in nucleotide sequences involving multiple cis-regulatory regions across whole genes and structural properties. These broaden our understanding of gene regulation and point to new principles to test and adopt in the field of plant science.
Ključne besede: gene expression prediction, bioinformatics, deep learning, regulatory genomics
Objavljeno v DiRROS: 06.08.2024; Ogledov: 531; Prenosov: 236
.pdf Celotno besedilo (403,50 KB)
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7.
Potato Virus Y infection hinders potato defence response and renders plants more vulnerable to Colorado potato beetle attack
Marko Petek, Ana Rotter, Polona Kogovšek, Špela Baebler, Axel Mithöfer, Kristina Gruden, 2014, izvirni znanstveni članek

Povzetek: In the field, plants are challenged by more than one biotic stressor at the same time. In this study, the molecular interactions between potato (Solanum tuberosum L.), Colorado potato beetle (Leptinotarsa decemlineata Say; CPB) and Potato virus YNTN (PVYNTN) were investigated through analyses of gene expression in the potato leaves and the gut of the CPB larvae, and of the release of potato volatile compounds. CPB larval growth was enhanced when reared on secondary PVYNTN-infected plants, which was linked to decreased accumulation of transcripts associated with the antinutritional properties of potato. In PVYNTN-infected plants, ethylene signalling pathway induction and induction of auxin response transcription factors were attenuated, while no differences were observed in jasmonic acid (JA) signalling pathway. Similarly to rearing on virus-infected plants, CPB larvae gained more weight when reared on plants silenced in JA receptor gene (coi1). Although herbivore-induced defence mechanism is regulated predominantly by JA, response in coi1-silenced plants only partially corresponded to the one observed in PVYNTN-infected plants, confirming the role of other plant hormones in modulating this response. The release of β-barbatene and benzyl alcohol was different in healthy and PVYNTN-infected plants before CPB larvae infestation, implicating the importance of PVYNTN infection in plant communication with its environment. This was reflected in gene expression profiles of neighbouring plants showing different degree of defence response. This study thus contributes to our understanding of plant responses in agro-ecosystems.
Ključne besede: insect midgut transcriptional response, gene expression, plant defence, volatile organic compounds, potato
Objavljeno v DiRROS: 02.08.2024; Ogledov: 676; Prenosov: 309
.pdf Celotno besedilo (959,76 KB)
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8.
Transcriptome study and identification of potential marker genes related to the stable expression of recombinant proteins in CHO clones
Andrej Blejec, Marjanca Blas, Petra Nikolić, Dominik Gaser, Kristina Gruden, Aleš Belič, Špela Baebler, Uroš Jamnikar, Andrej Francky, Holger Laux, 2015, izvirni znanstveni članek

Povzetek: Background Chinese hamster ovary (CHO) cells have become the host of choice for the production of recombinant proteins, due to their capacity for correct protein folding, assembly, and posttranslational modifications. The most widely used system for recombinant proteins is the gene amplification procedure that uses the CHO-Dhfr expression system. However, CHO cells are known to have a very unstable karyotype. This is due to chromosome rearrangements that can arise from translocations and homologous recombination, especially when cells with the CHO-Dhfr expression system are treated with methotrexate hydrate. The present method used in the industry for testing clones for their long-term stability of recombinant protein production is empirical, and it involves their cultivation over extended periods of time prior to the selection of the most suitable clone for further bioprocess development. The aim of the present study was the identification of marker genes that can predict stable expression of recombinant genes in particular clones early in the development stage. Results The transcriptome profiles of CHO clones with stable and unstable recombinant protein production were investigated over 10-weeks of cultivation, using a DNA microarray. We identified 14 genes that were differentially expressed between the stable and unstable clones already at 2 weeks from the beginning of the cultivation. Their expression was validated by reverse-transcription quantitative real-time PCR (RT-qPCR). Furthermore, the k-nearest neighbour algorithm approach shows that the combination of the gene expression patterns of only five of these 14 genes is sufficient to predict stable recombinant protein production in clones in the early phases of cell-line development. Conclusions The exact molecular mechanisms that cause unstable recombinant protein production are not fully understood. However, the expression profiles of some genes in clones with stable and unstable recombinant protein production allow prediction of such instability early in the cell-line development stage. We have thus developed a proof-of-concept for a novel approach to eliminate unstable clones in the CHO-Dhfr expression system, which saves time and labour-intensive work in cell-line development.
Ključne besede: CHO cell line, stable recombinant protein production, gene expression, RT-qPCR, DNA microarray, mMarker genes
Objavljeno v DiRROS: 29.07.2024; Ogledov: 603; Prenosov: 458
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9.
Rule-based design of plant expression vectors using GenoCAD
Anna Coll Rius, Kristina Gruden, Mandy L. Wilson, Jean Peccoud, 2015, izvirni znanstveni članek

Povzetek: Plant synthetic biology requires software tools to assist on the design of complex multi-genic expression plasmids. Here a vector design strategy to express genes in plants is formalized and implemented as a grammar in GenoCAD, a Computer-Aided Design software for synthetic biology. It includes a library of plant biological parts organized in structural categories and a set of rules describing how to assemble these parts into large constructs. Rules developed here are organized and divided into three main subsections according to the aim of the final construct: protein localization studies, promoter analysis and protein-protein interaction experiments. The GenoCAD plant grammar guides the user through the design while allowing users to customize vectors according to their needs. Therefore the plant grammar implemented in GenoCAD will help plant biologists take advantage of methods from synthetic biology to design expression vectors supporting their research projects.
Ključne besede: plasmid construction, plant genetics, gene expression
Objavljeno v DiRROS: 26.07.2024; Ogledov: 592; Prenosov: 344
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10.
Metabolic consequences of infection of grapevine (Vitis vinifera L.) cv. ʺModra frankinjaʺ with flavescence dorée phytoplasma
Nina Prezelj, Elizabeth Covington, Thomas Roitsch, Kristina Gruden, Lena Fragner, Wolfram Weckwerth, Marko Chersicola, Maja Vodopivec, Marina Dermastia, 2016, izvirni znanstveni članek

Povzetek: Flavescence dorée, caused by the quarantine phytoplasma FDp, represents the most devastating of the grapevine yellows diseases in Europe. In an integrated study we have explored the FDp–grapevine interaction in infected grapevines of cv. “Modra frankinja” under natural conditions in the vineyard. In FDp-infected leaf vein-enriched tissues, the seasonal transcriptional profiles of 14 genes selected from various metabolic pathways showed an FDp-specific plant response compared to other grapevine yellows and uncovered a new association of the SWEET17a vacuolar transporter of fructose with pathogens. Non-targeted metabolome analysis from leaf vein-enriched tissues identified 22 significantly changed compounds with increased levels during infection. Several metabolites corroborated the gene expression study. Detailed investigation of the dynamics of carbohydrate metabolism revealed significant accumulation of sucrose and starch in the mesophyll of FDp-infected leaves, as well as significant up-regulation of genes involved in their biosynthesis. In addition, infected leaves had high activities of ADP-glucose pyrophosphorylase and, more significantly, sucrose synthase. The data support the conclusion that FDp infection inhibits phloem transport, resulting in accumulation of carbohydrates and secondary metabolites that provoke a source-sink transition and defense response status.
Ključne besede: fructose utilization, gene expression, invertase, metabolome, soluble sugars, starch, sucrose synthase, SWEET, VvDMR6
Objavljeno v DiRROS: 25.07.2024; Ogledov: 597; Prenosov: 385
.pdf Celotno besedilo (2,49 MB)
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