1. LongPolyASE: an end-to-end framework for allele-specific gene and isoform analysis in polyploids using long-read RNA-seqNadja Franziska Nolte, Kristina Gruden, Marko Petek, 2026, izvirni znanstveni članek Povzetek: Background Allele-specific expression analysis can reveal cis-regulatory differences (e.g., promoter variants, epigenetic changes) that cause imbalanced gene expression between haplotypes. Haplotype-resolved reference genomes and long-read RNA sequencing enable allele-specific expression analysis at gene and isoform-levels. However, existing tools are largely restricted to short-read RNA sequencing data and diploid organisms. Results We developed LongPolyASE, an end-to-end computational framework for allele-specific gene and isoform expression analysis in diploid and polyploid organisms using long-read RNA sequencing, consisting of three components: Syntelogfinder, for identifying syntenic gene relationships and annotation inconsistencies; longrnaseq, for novel isoform discovery and haplotype-level quantification; and PolyASE, for statistical testing and visualization of allelic imbalance and isoform usage. We applied LongPolyASE to diploid rice, autotetraploid potato, allotetraploid rapeseed, and allooctoploid strawberry using Oxford Nanopore and PacBio long-read RNA-seq. The framework enabled identification of cis-regulatory variation, tissue-specific trans-regulatory effects, differential isoform usage, and haplotype-specific splicing differences. In addition, it facilitated the discovery of novel transcripts and genes with potential functional relevance in plant development. Conclusions LongPolyASE addresses a key methodological gap by enabling allele-specific expression analysis in polyploid organisms using long-read RNA sequencing. By combining haplotype-aware quantification with isoform-level resolution in a reproducible workflow, the framework provides a practical tool for plant researchers working with complex genomes. Its application to crop species highlights its potential to support the identification of regulatory variation and candidate targets for plant breeding. Ključne besede: allele-specific expression analysis, polyploids, long-read RNA-seq, isoform expression, gene expression Objavljeno v DiRROS: 03.08.2026; Ogledov: 242; Prenosov: 147
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2. Jasmonic acid and salicylic acid interact to determine spatial regulation of gene expression responses in potato leaf to herbivory by Colorado potato beetle and mechanical wounding : version v1Valentina Levak, Tjaša Mahkovec Povalej, Karmen Pogačar, Katja Stare, Maja Zagorščak, Tim Hawkins, Joanne Robson, David Dobnik, Tjaša Lukan, Kristina Gruden, 2025, raziskovalni podatki Povzetek: Raw supporting material for article Jasmonic acid and salicylic acid interact to determine spatial regulation of gene expression responses in potato leaf to herbivory by Colorado potato beetle and mechanical wounding. Ključne besede: potato, jasmonic acid, salicylic acid, Colorado potato beetle, plant response to wounding Objavljeno v DiRROS: 08.05.2026; Ogledov: 324; Prenosov: 456
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3. Metadata from: Functionality of potato virus Y coat protein in cell-to-cell movement dynamics is defined by its N-terminal regionAnže Vozelj, Tjaša Mahkovec Povalej, Katja Stare, Magda Tušek-Žnidarič, Katarina Bačnik, Valentina Levak, Ion Gutiérrez-Aguirre, Marjetka Podobnik, Kristina Gruden, Anna Coll Rius, Tjaša Lukan, 2025, raziskovalni podatki Ključne besede: potato virus Y, coat protein, viral movement, point mutations, Solanum tuberosum Objavljeno v DiRROS: 31.03.2026; Ogledov: 458; Prenosov: 508
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4. White paper: standards for handling and analyzing plant pan-genomesMarc C. Heuermann, Pedro Miguel Barros, Sebastian Beier, Tim Godec, Kristina Gruden, Nadja Franziska Nolte, Marko Petek, Maja Zagorščak, 2025, pregledni znanstveni članek Povzetek: Plant pan-genomes, which aggregate genomic sequences and annotations from multiple individuals of a species, have emerged as transformative tools for understanding genetic diversity, adaptation, and evolutionary dynamics. Super-pan-genomes, extending across species boundaries, further enable comparative analyses of clades or genera, bridging breeding applications with evolutionary insights (Shang et al., 2022; Li et al., 2023a). However, the absence of standardized practices for data generation, analysis, and sharing hinders reproducibility and interoperability. This white paper presents a harmonized framework developed by the ELIXIR E-PAN consortium, addressing nomenclature, quality control (QC), data formats, visualization, and community practices. By adopting these guidelines, researchers can enhance FAIR (Findable, Accessible, Interoperable, Reusable) compliance, foster collaboration, and accelerate translational applications in crop improvement and evolutionary biology. Ključne besede: plant pan-genome, white paper, standards, quality control Objavljeno v DiRROS: 24.02.2026; Ogledov: 614; Prenosov: 326
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5. Jasmonic acid and salicylic acid interact to determine spatial regulation of gene expression responses in potato leaf to herbivory by Colorado potato beetle and mechanical woundingValentina Levak, Tjaša Mahkovec Povalej, Karmen Pogačar, Katja Stare, Maja Zagorščak, Tim Hawkins, Joanne Robson, David Dobnik, Tjaša Lukan, Kristina Gruden, 2025, izvirni znanstveni članek Povzetek: We investigated the spatial dynamics of potato (Solanum tuberosum) responses to herbivory and mechanical wounding. We first followed the spatiotemporal response of jasmonic acid (JA) signaling, known to be involved in the response. We generated two potato sensor lines: a JAZ degradation sensor and a downstream multicystatin (MC) transcriptional reporter. Both sensors revealed concentric, locally restricted responses on wounded leaves. Notably, JAdependent gene expression was absent in cells immediately adjacent to the wound, whereas JAZ degradation spread continuously outward from the wound site. This pattern occurred after both herbivore attack and mechanical injury by the needle. To probe the mechanism, a salicylic acid (SA) reporter showed SA accumulation near the wound. Introducing the MC reporter into SA-depleted NahG plants produced a uniform spread of MC expression, confirming that SA attenuates the JA response in proximal cells. Together, these results show that a locally distinct, spatiotemporal SA–JA crosstalk shapes wound responses in potato, extending principles known from pathogen–plant interactions to herbivory and mechanical damage. Ključne besede: Colorado potato beetle, herbivore, hormonal crosstalk, jasmonic acid, potato, salicylic acid, wounding Objavljeno v DiRROS: 28.01.2026; Ogledov: 650; Prenosov: 696
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6. Functionality of potato virus Y coat protein in cell-to-cell movement dynamics is defined by its N-terminal regionAnže Vozelj, Tjaša Mahkovec Povalej, Katja Stare, Magda Tušek-Žnidarič, Katarina Bačnik, Valentina Levak, Ion Gutiérrez-Aguirre, Marjetka Podobnik, Kristina Gruden, Anna Coll Rius, Tjaša Lukan, 2025, izvirni znanstveni članek Povzetek: Potato virus Y (PVY) is one of the top 10 economically most important plant viruses and responsible for major yield losses. We previously suggested the involvement of the N-terminal region of PVY coat protein (CP) in PVY spread. By constructing different N-terminal deletion mutants of the PVY N605 strain, we here show that deletions of 40 or more amino acid residues from the N-terminal region of the CP resulted in the PVY multiplication limited to primary infected cells in Nicotiana clevelandii plants. Deletion of 26 residues profoundly impaired PVY cell-to-cell movement and prevented systemic PVY spread, while deletions of 19-23 residues allowed delayed systemic PVY spread. Introduced point mutations in the identified region prevent (S21G) or delay (G20P) PVY movement. In summary, this work shows the significance of the CP N-terminus for movement of the PVY. Ključne besede: potato virus Y, potato, coat proteins, viral movement, point mutations Objavljeno v DiRROS: 18.12.2025; Ogledov: 1251; Prenosov: 667
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7. Signalling network construction for modelling plant defence responseDragana Miljković, Tjaša Stare, Igor Mozetič, Vid Podpečan, Marko Petek, Kamil Witek, Marina Dermastia, Nada Lavrač, Kristina Gruden, 2012, izvirni znanstveni članek Objavljeno v DiRROS: 26.11.2025; Ogledov: 865; Prenosov: 443
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8. Chloroplast redox state changes indicate cell-to-cell signalling during the hypersensitive response : version v3Tjaša Lukan, Kristina Gruden, Anže Županič, Tjaša Mahkovec Povalej, 2021, raziskovalni podatki Povzetek: We performed detailed spatiotemporal analysis of chloroplast redox response to potato virus Y (PVY) infection in resistant Ny‐1-gene-bearing potato and its transgenic counterpart with impaired SA accumulation and compromised resistance. We found that the chloroplasts are highly oxidized in the cells adjacent to the cell death zone at different stages after virus inoculation in both genotypes. This hypothesis is further supported by highly induced formation of stroma filled tubules that extend from chloroplasts (stromules) in the cells adjacent to signalling cells. This dataset s a deposit of all the raw microscopy images of the study, plus the relevant metadata in ISA-tab compliant folder structure. After receiving reviews, we have made an additional experiment using a ROS inhibitor. The raw and processed data for this is in a separate file: _S_chlROS_inhibitor.zip Ključne besede: cell signalling, chloroplasts, microscopy, ISA-tab, potato virus Y, redox responses, cell death, spatiotemporal analysis Objavljeno v DiRROS: 24.10.2025; Ogledov: 974; Prenosov: 647
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9. Evaluating plant growth–defense trade-offs by modelingthe interaction between primary and secondary metabolismJan Zrimec, Sandra Correo, Maja Zagorščak, Marko Petek, Carissa Bleker, Katja Stare, Christian Schuy, Sophia Sonnewald, Kristina Gruden, Zoran Nikoloski, 2025, izvirni znanstveni članek Povzetek: Understanding the molecular mechanisms behind plant response to stress can enhancebreeding strategies and help us design crop varieties with improved stress tolerance,yield, and quality. To investigate resource redistribution from growth- to defense-relatedprocesses in an essential tuber crop, potato, here we generate a large-scale compartmen-talized genome-scale metabolic model (GEM), potato-GEM. Apart from a large-scalereconstruction of primary metabolism, the model includes the full known potato sec-ondary metabolism, spanning over 566 reactions that facilitate the biosynthesis of 182distinct potato secondary metabolites. Constraint-based modeling identifies that theactivation of the largest amount of secondary (defense) pathways occurs at a decreaseof the relative growth rate of potato leaf, due to the costs incurred by defense. We thenobtain transcriptomics data from experiments exposing potato leaves to two bioticstress scenarios, a herbivore and a viral pathogen, and apply them as constraints toproduce condition-specific models. We show that these models recapitulate experimen-tally observed decreases in relative growth rates under treatment as well as changes inmetabolite levels between treatments, enabling us to pinpoint the metabolic rewiringunderlying growth–defense trade-offs. Potato- GEM thus presents a useful resource tostudy and broaden our understanding of potato and general plant defense responsesunder stress conditions. Ključne besede: systems biology, constraint-based metabolic modeling, growth-defence trade-offs, secondary metabolism Objavljeno v DiRROS: 24.09.2025; Ogledov: 1336; Prenosov: 611
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