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Robinson, Kathryn M.ORCID iD iconorcid.org/0000-0002-5249-604X
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Publications (10 of 32) Show all publications
Muraro, L., Robinson, K. M., Liziniewicz, M. & Böhlenius, H. (2026). Early establishment of fast-growing tree species on forest land and forested arable land in southern Sweden: implications for forest diversification. Forest Ecology and Management, 609, Article ID 123642.
Open this publication in new window or tab >>Early establishment of fast-growing tree species on forest land and forested arable land in southern Sweden: implications for forest diversification
2026 (English)In: Forest Ecology and Management, ISSN 0378-1127, E-ISSN 1872-7042, Vol. 609, article id 123642Article in journal (Refereed) Published
Abstract [en]

Climate change and pest outbreaks are increasingly threatening conifer-dominated forests in Northern Europe, highlighting the need for greater species diversity to improve resilience. This study assessed early establishment success of six tree species: European aspen (Populus tremula), hybrid aspen (P. tremula × P. tremuloides), silver birch (Betula pendula), Norway spruce (Picea abies), Scots pine (Pinus sylvestris), and hybrid poplar (P. trichocarpa × P. maximowiczii), across seven sites in southern Sweden. Sites were categorized as either forest land (continuous forest cover >100 years) or forested arable land (former arable land afforested with Norway spruce for 40–70 years). Over three years, we monitored survival, height, and diameter growth. All experimental sites were fenced to exclude browsing. Wood ash was applied to a subset of hybrid poplars to assess its effect on establishment in acidic soils. Our results showed that hybrid aspen, birch, and European aspen had high survival and growth on forest land. On forested arable land, untreated Norway spruce, Scots pine, and hybrid poplar showed low survival, likely due to competition from dense vegetation. However, ash-treated poplar improved survival to approximately 80% and showed strong growth on forested arable sites. Principal Component Analysis indicated overall higher establishment success on forest land for most species, whereas hybrid poplar performed similarly on forest and forested arable land when wood ash was applied. These findings underscore the importance of matching species to site conditions during early establishment and provide empirical evidence to inform species selection for forest regeneration under similar site conditions in southern Sweden.

Place, publisher, year, edition, pages
Elsevier, 2026
Keywords
Broadleaved trees, Forest land, Forest regeneration, Forested arable land, Populus, Species diversification, Tree establishment
National Category
Forest Science
Identifiers
urn:nbn:se:umu:diva-250740 (URN)10.1016/j.foreco.2026.123642 (DOI)001706593600001 ()2-s2.0-105031271827 (Scopus ID)
Funder
Swedish Energy Agency
Available from: 2026-03-13 Created: 2026-03-13 Last updated: 2026-03-13Bibliographically approved
Rydman, S. M., Lihavainen, J., Robinson, K. M., Jansson, S., Albrectsen, B. R. & Street, N. (2025). A metabolomics and transcriptomics resource for identifying candidate genes in the biosynthesis of specialised metabolites in Populus tremula. Physiologia Plantarum, 177(5), Article ID e70567.
Open this publication in new window or tab >>A metabolomics and transcriptomics resource for identifying candidate genes in the biosynthesis of specialised metabolites in Populus tremula
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2025 (English)In: Physiologia Plantarum, ISSN 0031-9317, E-ISSN 1399-3054, Vol. 177, no 5, article id e70567Article in journal (Refereed) Published
Abstract [en]

This study aims to identify candidate genes involved in the biosynthesis of salicinoid phenolic glycosides (SPGs), a group of specialised metabolites characteristic of the Salicaceae family. While the integration of multi-omics data represents a powerful approach to link genes encoding enzymes and their regulatory factors to metabolite biosynthesis, suitable multi-omics data resources are scarce. We present a comprehensive dataset comprising untargeted liquid chromatography–mass spectrometry (LC–MS) and mRNA-sequencing data from various organs of European aspen (Populus tremula L.) and from genotypes that produce contrasting sets of SPGs. We present a reproducible pipeline for the analysis of the LC–MS data, including predicted annotation of potential novel SPGs. We demonstrate the utility of the resource by identifying candidate genes involved in the biosynthesis of SPGs with a cinnamoyl moiety. By integrating gene and metabolite differential analyses with a gene co-expression network, we identified two HXXXD-type acyltransferase genes and one UDP-glucosyltransferase gene as candidates for future downstream characterisation. The combined gene expression and metabolomics resource is integrated into PlantGenIE.org to facilitate easy access and data mining. All raw data are available in public databases, and all data and results files are available at an associated Figshare repository.

Place, publisher, year, edition, pages
John Wiley & Sons, 2025
Keywords
aspen, biosynthesis, chemotype, liquid chromatography–mass spectrometry (LC–MS), metabolomics, phenolic glycosides, Populus tremula, RNA-Seq, salicinoid, specialised metabolite
National Category
Bioinformatics and Computational Biology
Identifiers
urn:nbn:se:umu:diva-245717 (URN)10.1111/ppl.70567 (DOI)001591085400001 ()41063380 (PubMedID)2-s2.0-105018295556 (Scopus ID)
Available from: 2025-10-23 Created: 2025-10-23 Last updated: 2025-12-12Bibliographically approved
Mariën, B., Robinson, K. M., Jurca, M., Michelson, I. H., Takata, N., Kozarewa, I., . . . Eriksson, M. E. (2025). Nature's master of ceremony: The Populus circadian clock as orchestratot of tree growth and phenology. Npj biological timing and sleep, 2(1), Article ID 16.
Open this publication in new window or tab >>Nature's master of ceremony: The Populus circadian clock as orchestratot of tree growth and phenology
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2025 (English)In: Npj biological timing and sleep, E-ISSN 2948-281X, Vol. 2, no 1, article id 16Article in journal (Refereed) Published
Abstract [en]

Understanding the timely regulation of plant growth and phenology is crucial for assessing a terrestrial ecosystem's productivity and carbon budget. The circadian clock, a system of genetic oscillators, acts as 'Master of Ceremony' during plant physiological processes. The mechanism is particularly elusive in trees despite its relevance. The primary and secondary tree growth, leaf senescence, bud set, and bud burst timing were investigated in 68 constructs transformed into Populus hybrids and compared with untransformed or transformed controls grown in natural or controlled conditions. The results were analyzed using generalized additive models with ordered-factor-smooth interaction smoothers. This meta-analysis shows that several genetic components are associated with the clock. Especially core clock-regulated genes affected tree growth and phenology in both controlled and field conditions. Our results highlight the importance of field trials and the potential of using the clock to generate trees with improved characteristics for sustainable silviculture (e.g., reprogrammed to new photoperiodic regimes and increased growth).

Place, publisher, year, edition, pages
Springer Nature, 2025
Keywords
Biological techniques, Plant sciences
National Category
Botany
Identifiers
urn:nbn:se:umu:diva-237715 (URN)10.1038/s44323-025-00034-4 (DOI)40206183 (PubMedID)
Funder
The Kempe FoundationsVinnovaKnut and Alice Wallenberg Foundation
Available from: 2025-04-15 Created: 2025-04-15 Last updated: 2025-04-15Bibliographically approved
Zhang, Y., Choudhary, S., Renström, A., Luomaranta, M., Chantreau, M., Fleig, V., . . . Tuominen, H. (2025). Unraveling nitrogen uptake and metabolism: gene families, expression dynamics and functional insights in aspen (Populus tremula). Tree Physiology, 45(13), 100-113
Open this publication in new window or tab >>Unraveling nitrogen uptake and metabolism: gene families, expression dynamics and functional insights in aspen (Populus tremula)
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2025 (English)In: Tree Physiology, ISSN 0829-318X, E-ISSN 1758-4469, Vol. 45, no 13, p. 100-113Article in journal (Refereed) Published
Abstract [en]

The influence of nitrogen on wood formation is well established. To gain insight into the underlying molecular mechanism, we first identified genes in 14 gene families that are involved in nitrogen uptake and metabolism in European aspen (Populus tremula L.) genome annotation. Gene expression data from a de novo RNA sequencing (RNA-seq) analysis and data available from the AspWood database (plantgenie.org) provided putative candidate genes for the uptake of nitrate, ammonium and amino acids from the xylem sap as well as their further assimilation in the secondary xylem tissues of the stem. For a population-wide analysis of the nitrogen-related genes, we utilized RNA-seq data from the cambial region of the stems of 5-year-old aspen trees, representing 99 natural aspen accessions, and compared the expression of the nitrogen-related genes to stem diameter. Novel regulatory interactions were identified in expression quantitative loci and co-expression network analyses in these data. The expression of certain nitrate and amino acid transporters correlated negatively with stem diameter, suggesting that excessive nitrogen retrieval from the xylem sap suppresses radial growth of the stem. The expression of a glutamine synthetase correlated with the expression of these transporters, a link further supported by increased plant growth in transgenic glutamine synthetase overexpressing trees. This study provides insight into the genetic basis of nitrogen uptake and assimilation and its connection to wood formation, providing interesting targets for improving nitrogen-use efficiency and growth of aspen trees.

Place, publisher, year, edition, pages
Oxford University Press, 2025
Keywords
genetic variation, nitrogen assimilation, nitrogen reallocation, wood development
National Category
Botany
Identifiers
urn:nbn:se:umu:diva-247617 (URN)10.1093/treephys/tpaf099 (DOI)001575645900001 ()40795931 (PubMedID)2-s2.0-105023550075 (Scopus ID)
Available from: 2025-12-17 Created: 2025-12-17 Last updated: 2025-12-17Bibliographically approved
Robinson, K. M., Schiffthaler, B., Liu, H., Rydman, S. M., Rendón-Anaya, M., Ahlgren Kalman, T., . . . Street, N. (2024). An improved chromosome-scale genome assembly and population genetics resource for populus tremula. Physiologia Plantarum, 176(5), Article ID e14511.
Open this publication in new window or tab >>An improved chromosome-scale genome assembly and population genetics resource for populus tremula
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2024 (English)In: Physiologia Plantarum, ISSN 0031-9317, E-ISSN 1399-3054, Vol. 176, no 5, article id e14511Article in journal (Refereed) Published
Abstract [en]

Aspen (Populus tremula L.) is a keystone species and a model system for forest tree genomics. We present an updated resource comprising a chromosome-scale assem- bly, population genetics and genomics data. Using the resource, we explore the genetic basis of natural variation in leaf size and shape, traits with complex genetic architecture.

We generated the genome assembly using long-read sequencing, optical and high-density genetic maps. We conducted whole-genome resequencing of the Umeå Aspen (UmAsp) collection. Using the assembly and re-sequencing data from the UmAsp, Swedish Aspen (SwAsp) and Scottish Aspen (ScotAsp) collections we performed genome-wide association analyses (GWAS) using Single Nucleotide Polymorphisms (SNPs) for 26 leaf physiognomy phenotypes. We conducted Assay of Transposase Accessible Chromatin sequencing (ATAC-Seq), identified genomic regions of accessible chromatin, and subset SNPs to these regions, improving the GWAS detection rate. We identified candidate long non-coding RNAs in leaf samples, quantified their expression in an updated co-expression network, and used this to explore the functions of candidate genes identified from the GWAS.

A GWAS found SNP associations for seven traits. The associated SNPs were in or near genes annotated with developmental functions, which represent candidates for further study. Of particular interest was a !177-kbp region harbouring associations with several leaf phenotypes in ScotAsp.

We have incorporated the assembly, population genetics, genomics, and GWAS data into the PlantGenIE.org web resource, including updating existing genomics data to the new genome version, to enable easy exploration and visualisation. We provide all raw and processed data to facilitate reuse in future studies.

Place, publisher, year, edition, pages
John Wiley & Sons, 2024
Keywords
genome assembly, natural selection, co-expression, population genetics, Populus, aspen, GWAS, leaf physiognomy, leaf shape, leaf size, genetic architecture, ATAC-Seq, lncRNA
National Category
Bioinformatics and Computational Biology Genetics and Genomics
Identifiers
urn:nbn:se:umu:diva-229976 (URN)10.1111/ppl.14511 (DOI)001313686100001 ()39279509 (PubMedID)2-s2.0-85204093798 (Scopus ID)
Funder
Swedish Research Council, 2019-05476Swedish Research Council Formas, 2018-01644Vinnova, S111416L0710
Note

Supplementary figures and appendixes under Supporting information on article web page. 

Available from: 2024-09-23 Created: 2024-09-23 Last updated: 2025-12-12Bibliographically approved
Luomaranta, M., Grones, C., Choudhary, S., Milhinhos, A., Ahlgren Kalman, T., Nilsson, O., . . . Tuominen, H. (2024). Systems genetic analysis of lignin biosynthesis in Populus tremula. New Phytologist, 243(6), 2157-2174
Open this publication in new window or tab >>Systems genetic analysis of lignin biosynthesis in Populus tremula
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2024 (English)In: New Phytologist, ISSN 0028-646X, E-ISSN 1469-8137, Vol. 243, no 6, p. 2157-2174Article in journal (Refereed) Published
Abstract [en]
  • The genetic control underlying natural variation in lignin content and composition in trees is not fully understood. We performed a systems genetic analysis to uncover the genetic regulation of lignin biosynthesis in a natural ‘SwAsp’ population of aspen (Populus tremula) trees.
  • We analyzed gene expression by RNA sequencing (RNA-seq) in differentiating xylem tissues, and lignin content and composition using Pyrolysis-GC-MS in mature wood of 268 trees from 99 genotypes.
  • Abundant variation was observed for lignin content and composition, and genome-wide association study identified proteins in the pentose phosphate pathway and arabinogalactan protein glycosylation among the top-ranked genes that are associated with these traits. Variation in gene expression and the associated genetic polymorphism was revealed through the identification of 312 705 local and 292 003 distant expression quantitative trait loci (eQTL). A co-expression network analysis suggested modularization of lignin biosynthesis and novel functions for the lignin-biosynthetic CINNAMYL ALCOHOL DEHYDROGENASE 2 and CAFFEOYL-CoA O-METHYLTRANSFERASE 3. PHENYLALANINE AMMONIA LYASE 3 was co-expressed with HOMEOBOX PROTEIN 5 (HB5), and the role of HB5 in stimulating lignification was demonstrated in transgenic trees.
  • The systems genetic approach allowed linking natural variation in lignin biosynthesis to trees´ responses to external cues such as mechanical stimulus and nutrient availability.
Place, publisher, year, edition, pages
John Wiley & Sons, 2024
Keywords
aspen, eQTL, GWAS, HD-Zip III, lignin biosynthesis, Populus, wood formation
National Category
Botany Plant Biotechnology
Identifiers
urn:nbn:se:umu:diva-228277 (URN)10.1111/nph.19993 (DOI)001279841300001 ()39072753 (PubMedID)2-s2.0-85199967737 (Scopus ID)
Funder
Swedish Research Council Formas, 2018-01611Swedish Research Council Formas, 2018-01381Knut and Alice Wallenberg Foundation, 2016.0341Knut and Alice Wallenberg Foundation, 2016.0352Vinnova, 2016-00504Bio4Energy
Available from: 2024-08-12 Created: 2024-08-12 Last updated: 2025-03-05Bibliographically approved
Escamez, S., Robinson, K. M., Luomaranta, M., Gandla, M. L., Mähler, N., Yassin, Z., . . . Tuominen, H. (2023). Genetic markers and tree properties predicting wood biorefining potential in aspen (Populus tremula) bioenergy feedstock. Biotechnology for Biofuels and Bioproducts, 16(1), Article ID 65.
Open this publication in new window or tab >>Genetic markers and tree properties predicting wood biorefining potential in aspen (Populus tremula) bioenergy feedstock
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2023 (English)In: Biotechnology for Biofuels and Bioproducts, E-ISSN 2731-3654, Vol. 16, no 1, article id 65Article in journal (Refereed) Published
Abstract [en]

Background: Wood represents the majority of the biomass on land and constitutes a renewable source of biofuels and other bioproducts. However, wood is recalcitrant to bioconversion, raising a need for feedstock improvement in production of, for instance, biofuels. We investigated the properties of wood that affect bioconversion, as well as the underlying genetics, to help identify superior tree feedstocks for biorefining.

Results: We recorded 65 wood-related and growth traits in a population of 113 natural aspen genotypes from Sweden (https://doi.org/10.5061/dryad.gtht76hrd). These traits included three growth and field performance traits, 20 traits for wood chemical composition, 17 traits for wood anatomy and structure, and 25 wood saccharification traits as indicators of bioconversion potential. Glucose release after saccharification with acidic pretreatment correlated positively with tree stem height and diameter and the carbohydrate content of the wood, and negatively with the content of lignin and the hemicellulose sugar units. Most of these traits displayed extensive natural variation within the aspen population and high broad-sense heritability, supporting their potential in genetic improvement of feedstocks towards improved bioconversion. Finally, a genome-wide association study (GWAS) revealed 13 genetic loci for saccharification yield (on a whole-tree-biomass basis), with six of them intersecting with associations for either height or stem diameter of the trees.

Conclusions: The simple growth traits of stem height and diameter were identified as good predictors of wood saccharification yield in aspen trees. GWAS elucidated the underlying genetics, revealing putative genetic markers for bioconversion of bioenergy tree feedstocks.

Place, publisher, year, edition, pages
BioMed Central (BMC), 2023
Keywords
Bioenergy, Biomass, Biorefining, Feedstock recalcitrance, Forest feedstocks, Saccharification
National Category
Forest Science
Identifiers
urn:nbn:se:umu:diva-206938 (URN)10.1186/s13068-023-02315-1 (DOI)000967835900001 ()2-s2.0-85152632077 (Scopus ID)
Funder
Swedish Research Council Formas, 942-2015-84Swedish Research Council Formas, 2018-01381Knut and Alice Wallenberg Foundation, 2016.0341Knut and Alice Wallenberg Foundation, 2016.0352Vinnova, 2016-00504Bio4Energy
Available from: 2023-04-27 Created: 2023-04-27 Last updated: 2025-03-05Bibliographically approved
Lihavainen, J., Šimura, J., Bag, P., Fataftah, N., Robinson, K. M., Delhomme, N., . . . Jansson, S. (2023). Salicylic acid metabolism and signalling coordinate senescence initiation in aspen in nature. Nature Communications, 14(1), Article ID 4288.
Open this publication in new window or tab >>Salicylic acid metabolism and signalling coordinate senescence initiation in aspen in nature
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2023 (English)In: Nature Communications, E-ISSN 2041-1723, Vol. 14, no 1, article id 4288Article in journal (Refereed) Published
Abstract [en]

Deciduous trees exhibit a spectacular phenomenon of autumn senescence driven by the seasonality of their growth environment, yet there is no consensus which external or internal cues trigger it. Senescence starts at different times in European aspen (Populus tremula L.) genotypes grown in same location. By integrating omics studies, we demonstrate that aspen genotypes utilize similar transcriptional cascades and metabolic cues to initiate senescence, but at different times during autumn. The timing of autumn senescence initiation appeared to be controlled by two consecutive “switches”; 1) first the environmental variation induced the rewiring of the transcriptional network, stress signalling pathways and metabolic perturbations and 2) the start of senescence process was defined by the ability of the genotype to activate and sustain stress tolerance mechanisms mediated by salicylic acid. We propose that salicylic acid represses the onset of leaf senescence in stressful natural conditions, rather than promoting it as often observed in annual plants.

Place, publisher, year, edition, pages
Springer Nature, 2023
National Category
Botany
Identifiers
urn:nbn:se:umu:diva-212477 (URN)10.1038/s41467-023-39564-5 (DOI)001037322100027 ()37463905 (PubMedID)2-s2.0-85165262787 (Scopus ID)
Funder
Swedish Research CouncilSwedish Research Council FormasThe Kempe FoundationsSwedish Foundation for Strategic ResearchKnut and Alice Wallenberg FoundationVinnova
Available from: 2023-08-03 Created: 2023-08-03 Last updated: 2025-04-24Bibliographically approved
Rendón-Anaya, M., Wilson, J., Sveinsson, S., Fedorkov, A., Cottrell, J., Bailey, M. E. S., . . . Ingvarsson, P. K. (2021). Adaptive Introgression Facilitates Adaptation to High Latitudes in European Aspen (Populus tremula L.). Molecular biology and evolution, 38(11), 5034-5050
Open this publication in new window or tab >>Adaptive Introgression Facilitates Adaptation to High Latitudes in European Aspen (Populus tremula L.)
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2021 (English)In: Molecular biology and evolution, ISSN 0737-4038, E-ISSN 1537-1719, Vol. 38, no 11, p. 5034-5050Article in journal (Refereed) Published
Abstract [en]

Understanding local adaptation has become a key research area given the ongoing climate challenge and the concomitant requirement to conserve genetic resources. Perennial plants, such as forest trees, are good models to study local adaptation given their wide geographic distribution, largely outcrossing mating systems, and demographic histories. We evaluated signatures of local adaptation in European aspen (Populus tremula) across Europe by means of whole-genome resequencing of a collection of 411 individual trees. We dissected admixture patterns between aspen lineages and observed a strong genomic mosaicism in Scandinavian trees, evidencing different colonization trajectories into the peninsula from Russia, Central and Western Europe. As a consequence of the secondary contacts between populations after the last glacial maximum, we detected an adaptive introgression event in a genome region of ∼500 kb in chromosome 10, harboring a large-effect locus that has previously been shown to contribute to adaptation to the short growing seasons characteristic of Northern Scandinavia. Demographic simulations and ancestry inference suggest an Eastern origin—probably Russian—of the adaptive Nordic allele which nowadays is present in a homozygous state at the north of Scandinavia. The strength of introgression and positive selection signatures in this region is a unique feature in the genome. Furthermore, we detected signals of balancing selection, shared across regional populations, that highlight the importance of standing variation as a primary source of alleles that facilitate local adaptation. Our results, therefore, emphasize the importance of migration–selection balance underlying the genetic architecture of key adaptive quantitative traits.

Place, publisher, year, edition, pages
Oxford University Press, 2021
Keywords
adaptation, balancing selection, introgression, postglacial colonization, selective sweep
National Category
Genetics and Genomics Evolutionary Biology
Identifiers
urn:nbn:se:umu:diva-189999 (URN)10.1093/molbev/msab229 (DOI)000715560700028 ()34329481 (PubMedID)2-s2.0-85119599061 (Scopus ID)
Funder
Knut and Alice Wallenberg FoundationSwedish Research CouncilSwedish National Infrastructure for Computing (SNIC), 2017/7-219Swedish National Infrastructure for Computing (SNIC), 2018/3-552Swedish National Infrastructure for Computing (SNIC), 2019/3-597Swedish National Infrastructure for Computing (SNIC), 2020/5-621
Available from: 2021-12-07 Created: 2021-12-07 Last updated: 2025-02-01Bibliographically approved
Bag, P., Lihavainen, J., Delhomme, N., Riquelme, T., Robinson, K. M. & Jansson, S. (2021). An atlas of the Norway spruce needle seasonal transcriptome. The Plant Journal, 108(6), 1815-1829
Open this publication in new window or tab >>An atlas of the Norway spruce needle seasonal transcriptome
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2021 (English)In: The Plant Journal, ISSN 0960-7412, E-ISSN 1365-313X, Vol. 108, no 6, p. 1815-1829Article in journal (Refereed) Published
Abstract [en]

Boreal conifers possess a tremendous ability to survive and remain evergreen during harsh winter conditions and resume growth during summer. This is enabled by coordinated regulation of major cellular functions at the level of gene expression, metabolism, and physiology. Here we present a comprehensive characterization of the annual changes in the global transcriptome of Norway spruce (Picea abies) needles as a resource to understand needle development and acclimation processes throughout the year. In young, growing needles (May 15 until June 30), cell walls, organelles, etc., were formed, and this developmental program heavily influenced the transcriptome, explained by over-represented Gene Ontology (GO) categories. Later changes in gene expression were smaller but four phases were recognized: summer (July–August), autumn (September–October), winter (November–February), and spring (March–April), where over-represented GO categories demonstrated how the needles acclimated to the various seasons. Changes in the seasonal global transcriptome profile were accompanied by differential expression of members of the major transcription factor families. We present a tentative model of how cellular activities are regulated over the year in needles of Norway spruce, which demonstrates the value of mining this dataset, accessible in ConGenIE together with advanced visualization tools.

Place, publisher, year, edition, pages
John Wiley & Sons, 2021
Keywords
conifers, Norway spruce, resource, seasonal adaptation, transcriptomics
National Category
Botany
Identifiers
urn:nbn:se:umu:diva-188962 (URN)10.1111/tpj.15530 (DOI)000709512700001 ()34624161 (PubMedID)2-s2.0-85117463119 (Scopus ID)
Funder
EU, Horizon 2020, 675006VinnovaSwedish Research Council FormasKnut and Alice Wallenberg FoundationSwedish Research Council, 2018‐05973The Kempe Foundations
Available from: 2021-10-28 Created: 2021-10-28 Last updated: 2024-07-02Bibliographically approved
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Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-5249-604X

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