Open Access
Metatranscriptomics sheds light on the links between the functional traits of fungal guilds and ecological processes in forest soil ecosystems
(Blackwell Scientific Publications Ltd, 2023) Auer, Lucas; Buée, Marc; Fauchery, Laure; Lombard, Vincent; Barry, Kerrie; Clum, Alicia; Copeland, Alex; Daum, Chris; LaButti, Kurt; Singan, Vasanth; Yoshinaga, Yuko; Martineau, Christine; Castillo Martínez, Federico; Alfaro Sánchez, Manuel; Imbert Rodríguez, Bosco; Ramírez Nasto, Lucía; Castanera Andrés, Raúl; Pisabarro de Lucas, Gerardo; Finlay, Roger; Lindahl, Björn D.; Olson, Ake; Séguin, Armand; Kohler, Annegret; Henrissat, Bernard; Grigoriev, Igor V.; Martin, Francis; Agronomía, Biotecnología y Alimentación; Agronomia, Bioteknologia eta Elikadura; Institute for Multidisciplinary Research in Applied Biology - IMAB
Soil fungi belonging to different functional guilds, such as saprotrophs, pathogens, and mycorrhizal symbionts, play key roles in forest ecosystems. To date, no study has compared the actual gene expression of these guilds in different forest soils. We used metatranscriptomics to study the competition for organic resources by these fungal groups in boreal, temperate, and Mediterranean forest soils. Using a dedicated mRNA annotation pipeline combined with the JGI MycoCosm database, we compared the transcripts of these three fungal guilds, targeting enzymes involved in C- and N mobilization from plant and microbial cell walls. Genes encoding enzymes involved in the degradation of plant cell walls were expressed at a higher level in saprotrophic fungi than in ectomycorrhizal and pathogenic fungi. However, ectomycorrhizal and saprotrophic fungi showed similarly high expression levels of genes encoding enzymes involved in fungal cell wall degradation. Transcripts for N-related transporters were more highly expressed in ectomycorrhizal fungi than in other groups. We showed that ectomycorrhizal and saprotrophic fungi compete for N in soil organic matter, suggesting that their interactions could decelerate C cycling. Metatranscriptomics provides a unique tool to test controversial ecological hypotheses and to better understand the underlying ecological processes involved in soil functioning and carbon stabilization.
Open Access
Expresión génica de peroxidasas ligninolíticas en Pleurotus ostreatus: regulación por temperatura y pH
(2014) Castanera Andrés, Raúl; Ramírez Nasto, Lucía; Escuela Técnica Superior de Ingenieros Agrónomos; Nekazaritza Ingeniarien Goi Mailako Eskola Teknikoa
Pleurotus ostreatus es un hongo comestible de gran importancia biotecnológica por ser un organismo modelo degradador de lignina. Su genoma contiene nueve genes codificantes de peroxidasas ligninolíticas, características de los hongos de podredumbre blanca. Estos genes codifican seis manganeso peroxidasas (MnP) y tres peroxidasas versátiles (VP). En este estudio se ha analizado el efecto de las condiciones ambientales en la expresión de estos nueve genes mediante RT-PCR a tiempo real, modificando la temperatura y el pH de los cultivos. Los cultivos mantenidos a 25ºC mostraron los mayores niveles de tránscrito, siendo mnp3 y vp1 los genes con expresión predominante. El análisis de los perfiles globales de transcripción agrupó las peroxidasas en tres grupos en base a su perfil de co-expresión. El aumento o disminución de la temperatura (de 10ºC a 37ºC) y el pH (de pH3 a pH8) produjo una represión en la mayoría de genes con respecto a las condiciones óptimas (25ºC, pH 5.5). Cabe destacar que los genes mnp4 y mnp5 fueron los únicos sobreexpresados en condiciones alcalinas. La respuesta diferencial a estrés térmico y de pH de los genes codificantes de peroxidasas sugiere que los mismos constituyen una respuesta adaptativa a las condiciones ambientales
Open Access
Transposable elements in basidiomycete fungi: dynamics and impact on genome architecture and transcriptional profiles
(2017) Castanera Andrés, Raúl; Ramírez Nasto, Lucía; Producción Agraria; Nekazaritza Ekoizpena
Transposable elements (TE), also known as mobile elements or transposons, are enigmatic genetic units that have played important roles in the evolution of eukaryotes. Their impact on genome architecture and phenotypic traits has been widely studied in plants and animals, ever since their discovery in maize during the 1950s by Barbara McClintock. Their ability to move from one locus to another makes them natural tools for generating diversity, as this characteristic leads to genomic alterations with deleterious, neutral, or beneficial effects on hosts. Thus, their survival in the genome depends on the equilibrium between their own benefit and their host’s “permissibility.” Plant and animal TEs have received much attention, yet very little is known about their occurrence and impact on the fungal kingdom. In fact, the first fungal TE was described in Neurospora crassa in 1989, about 40 years later than the discovery of the first TE in plants. Today, revolutionary advances in genome sequencing have opened the possibility of studying non-model species at a whole-genome level. The number of fungal-sequenced genomes increases daily at an unprecedented rate, and most efforts are being concentrated on basidiomycetes, a group of fungi of great interest due to their role in natural ecosystems and their use in multiple industrial applications. In this sense, the amount of genomic information released offers a unique opportunity to start deciphering the effect that mobile, repetitive elements have on fungal genomes. At the time of the start of this PhD thesis (January 2013), very little information regarding basidiomycete TEs existed, as most research was focused on the functional characterization of protein-coding genes. In light of these precedents, the main topics covered in this work are the distribution, characteristics, and impact of transposons in fungal genomes, with an emphasis on basidiomycetes. Using Pleurotus ostreatus as a working model, bioinformatics pipelines have been developed to dig into the extensive genomic data to obtain high quality TE annotations. This approach has allowed for the quantification and characterization of the transposon load of many fungal species and for the testing of hypotheses about the effect that TE insertions produce at the genomic and transcriptomic level.
Open Access
Estudio de la variación en los niveles de transcripción de genes de enzimas degradadoras de lignina en cultivos sólidos y sumergidos de Pleurotus ostreatus
(2011) Castanera Andrés, Raúl; Pérez Garrido, María Gumersinda; Escuela Técnica Superior de Ingenieros Agrónomos; Nekazaritza Ingeniarien Goi Mailako Eskola Teknikoa
La lignocelulosa es el componente principal de la madera y de los residuos vegetales, lo que supone la mayor cantidad de biomasa de la tierra. La lignina es un polímero heterogéneo recalcitrante a la degradación química y biológica presente en la lignocelulosa. Existe un grupo de hongos denominados hongos de podredumbre blanca, que producen enzimas extracelulares capaces de degradar eficientemente este polímero. Los hongos de podredumbre blanca están siendo muy estudiados por su capacidad de incrementar la accesibilidad de la celulosa en el pretratamiento de residuos lignocelulósicos para la obtención de etanol. Dentro de este grupo de especies se encuentra Pleurotus ostreatus, un basidiomiceto comestible utilizado como modelo en este proyecto. Se cultivaron cinco cepas de P. ostreatus en paja y en un medio líquido sintético suplementado con extracto acuoso de paja de cereal como inductor de actividad lacasa. Se llevaron a cabo ensayos de expresión génica mediante qPCR y se midió la actividad lacasa usando DMP como sustrato. De entre los 12 genes Lacc que codifican lacasas, Lacc2, Lacc4 y Lacc10 incrementaron significativamente su expresión en medio líquido en presencia del inductor. No obstante, la actividad lacasa extracelular sólo aumentó en las cepas de crecimiento rápido. Además, el gen Lacc2 mostró un patrón de expresión específico de dicariontes. Finalmente, se detectó una isoforma de 40 kDa en geles SDSPAGE teñidos con DMP en los extractos enzimáticos obtenidos a a partir de cultivos líquidos y sólidos, que todavía no ha sido posible asociar a un gen Lacc en concreto.
Open Access
101 Dothideomycetes genomes: a test case for predicting lifestyles and emergence of pathogens
(Westerdijk Fungal Biodiversity Institute, 2020) Haridas, Sajeet; Castanera Andrés, Raúl; Culley, D. E.; Daum, C.; Ramírez Nasto, Lucía; Alfaro Sánchez, Manuel; Institute for Multidisciplinary Research in Applied Biology - IMAB
Dothideomycetes is the largest class of kingdom Fungi and comprises an incredible diversity of lifestyles, many of which have evolved multiple times. Plant pathogens represent a major ecological niche of the class Dothideomycetes and they are known to infect most major food crops and feedstocks for biomass and biofuel production. Studying the ecology and evolution of Dothideomycetes has significant implications for our fundamental understanding of fungal evolution, their adaptation to stress and host specificity, and practical implications with regard to the effects of climate change and on the food, feed, and livestock elements of the agro-economy. In this study, we present the first large-scale, whole-genome comparison of 101 Dothideomycetes introducing 55 newly sequenced species. The availability of whole-genome data produced a high-confidence phylogeny leading to reclassification of 25 organisms, provided a clearer picture of the relationships among the various families, and indicated that pathogenicity evolved multiple times within this class. We also identified gene family expansions and contractions across the Dothideomycetes phylogeny linked to ecological niches providing insights into genome evolution and adaptation across this group. Using machine-learning methods we classified fungi into lifestyle classes with >95 % accuracy and identified a small number of gene families that positively correlated with these distinctions. This can become a valuable tool for genome-based prediction of species lifestyle, especially for rarely seen and poorly studied species.
Open Access
Comparative and transcriptional analysis of the predicted secretome in the lignocellulose-degrading basidiomycete fungus Pleurotus ostreatus
(Wiley, 2016) Alfaro Sánchez, Manuel; Castanera Andrés, Raúl; Lavín Trueba, José Luis; Oguiza Tomé, José Antonio; Ramírez Nasto, Lucía; Pisabarro de Lucas, Gerardo; Producción Agraria; Nekazaritza Ekoizpena; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
Fungi interact with their environment by secreting proteins to obtain nutrients, elicit responses and modify their surroundings. Because the set of proteins secreted by a fungus is related to its lifestyle, it should be possible to use it as a tool to predict fungal lifestyle. To test this hypothesis, we bioinformatically identified 538 and 554 secretable proteins in the monokaryotic strains PC9 and PC15 of the white rot basidiomycete Pleurotus ostreatus. Functional annotation revealed unknown functions (37.2%), glycosyl hydrolases (26.5%) and redox enzymes (11.5%) as the main groups in the two strains. When these results were combined with RNA‐seq analyses, we found that the relative importance of each group was different in different strains and culture conditions and the relevance of the unknown function proteins was enhanced. Only a few genes were actively expressed in a given culture condition in expanded multigene families, suggesting that family expansi on could increase adaptive opportunities rather than activity under a specific culture condition. Finally, we used the set of P. ostreatus secreted proteins as a query to search their counterparts in other fungal genomes and found that the secretome profiles cluster the tested basidiomycetes into lifestyle rather than phylogenetic groups.
Open Access
Transcriptional and enzymatic profiling of Pleurotus ostreatus laccase genes in submerged and solid-state fermentation cultures
(American Society for Microbiology, 2012) Castanera Andrés, Raúl; Pérez Garrido, María Gumersinda; Omarini, Alejandra; Alfaro Sánchez, Manuel; Pisabarro de Lucas, Gerardo; Faraco, Vicenza; Amore, Antonella; Ramírez Nasto, Lucía; Producción Agraria; Nekazaritza Ekoizpena; Gobierno de Navarra / Nafarroako Gobernua; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
The genome of the white rot basidiomycete Pleurotus ostreatus includes 12 phenol oxidase (laccase) genes. In this study, we examined their expression profiles in different fungal strains under different culture conditions (submerged and solid cultures) and in the presence of a wheat straw extract, which was used as an inducer of the laccase gene family. We used a reverse transcription- quantitative PCR (RT-qPCR)-based approach and focused on determining the reaction parameters (in particular, the reference gene set for the normalization and reaction efficiency determinations) used to achieve an accurate estimation of the relative gene expression values. The results suggested that (i) laccase gene transcription is upregulated in the induced submerged fermentation (iSmF) cultures but downregulated in the solid fermentation (SSF) cultures, (ii) the Lacc2 and Lacc10 genes are the main sources of laccase activity in the iSmF cultures upon induction with water-soluble wheat straw extracts, and (iii) an additional, as-yet-uncharacterized activity (Unk1) is specifically induced in SSF cultures that complements the activity of Lacc2 and Lacc10. Moreover, both the enzymatic laccase activities and the Lacc gene family transcription profiles greatly differ between closely related strains. These differences can be targeted for biotechnological breeding programs for enzyme production in submerged fermentation reactors.
Open Access
Transposable elements versus the fungal genome: impact on whole-genome architecture and transcriptional profiles
(Public Library of Science, 2016) Castanera Andrés, Raúl; López Varas, Leticia; Borgognone, Alessandra; LaButti, Kurt; Lapidus, Alla; Schmutz, Jeremy; Grimwood, Jane; Pérez Garrido, María Gumersinda; Pisabarro de Lucas, Gerardo; Grigoriev, Igor V.; Stajich, Jason E.; Ramírez Nasto, Lucía; Producción Agraria; Nekazaritza Ekoizpena
Transposable elements (TEs) are exceptional contributors to eukaryotic genome diversity. Their ubiquitous presence impacts the genomes of nearly all species and mediates genome evolution by causing mutations and chromosomal rearrangements and by modulating gene expression. We performed an exhaustive analysis of the TE content in 18 fungal genomes, including strains of the same species and species of the same genera. Our results depicted a scenario of exceptional variability, with species having 0.02 to 29.8% of their genome consisting of transposable elements. A detailed analysis performed on two strains of Pleurotus ostreatus uncovered a genome that is populated mainly by Class I elements, especially LTR-retrotransposons amplified in recent bursts from 0 to 2 million years (My) ago. The preferential accumulation of TEs in clusters led to the presence of genomic regions that lacked intra- and inter-specific conservation. In addition, we investigated the effect of TE insertions on the expression of their nearby upstream and downstream genes. Our results showed that an important number of genes under TE influence are significantly repressed, with stronger repression when genes are localized within transposon clusters. Our transcriptional analysis performed in four additional fungal models revealed that this TE-mediated silencing was present only in species with active cytosine methylation machinery. We hypothesize that this phenomenon is related to epigenetic defense mechanisms that are aimed to suppress TE expression and control their proliferation.
Open Access
Ligninolytic peroxidase gene expression by Pleurotus ostreatus: differential regulation in lignocellulose medium and effect of temperature and pH
(Elsevier, 2014) Fernández Fueyo, Elena; Castanera Andrés, Raúl; Ruiz Dueñas, Francisco J.; Ramírez Nasto, Lucía; Pisabarro de Lucas, Gerardo; Producción Agraria; Nekazaritza Ekoizpena
Pleurotus ostreatus is an important edible mushroom and a model lignin degrading organism, whose genome contains nine genes of ligninolytic peroxidases, characteristic of white-rot fungi. These genes encode six manganese peroxidase (MnP) and three versatile peroxidase (VP) isoenzymes. Using liquid chromatography coupled to tandem mass spectrometry, secretion of four of these peroxidase isoenzymes (VP1, VP2, MnP2 and MnP6) was confirmed when P. ostreatus grows in a lignocellulose medium at 25 C (three more isoenzymes were identified by only one unique peptide). Then, the effect of environmental parameters on the expression of the above nine genes was studied by reverse transcription-quantitative PCR by changing the incubation temperature and medium pH of P. ostreatus cultures pre-grown under the above conditions (using specific primers and two reference genes for result normalization). The cultures maintained at 25 C (without pH adjustment) provided the highest levels of peroxidase transcripts and the highest total activity on Mn2+ (a substrate of both MnP and VP) and Reactive Black 5 (a VP specific substrate). The global analysis of the expression patterns divides peroxidase genes into three main groups according to the level of expression at optimal conditions (vp1/mnp3 > vp2/vp3/mnp1/mnp2/mnp6 > mnp4/mnp5). Decreasing or increasing the incubation temperature (to 10 C or 37 C) and adjusting the culture pH to acidic or alkaline conditions (pH 3 and 8) generally led to downregulation of most of the peroxidase genes (and decrease of the enzymatic activity), as shown when the transcription levels were referred to those found in the cultures maintained at the initial conditions. Temperature modification produced less dramatic effects than pH modification, with most genes being downregulated during the whole 10 C treatment, while many of them were alternatively upregulated (often 6 h after the thermal shock) and downregulated (12 h) at 37 C. Interestingly, mnp4 and mnp5 were the only peroxidase genes upregulated under alkaline pH conditions. The differences in the transcription levels of the peroxidase genes when the culture temperature and pH parameters were changed suggest an adaptive expression according to environmental conditions. Finally, the intracellular proteome was analyzed, under the same conditions used in the secretomic analysis, and the protein product of the highly-transcribed gene mnp3 was detected. Therefore, it was concluded that the absence of MnP3 from the secretome of the P. ostreatus lignocellulose cultures was related to impaired secretion.
Open Access
Transposon-associated epigenetic silencing during Pleurotus ostreatus life cycle
(Oxford University Press, 2018) Borgognone, Alessandra; Castanera Andrés, Raúl; Morselli, Marco; López Varas, Leticia; Rubbi, Liudmilla; Pisabarro de Lucas, Gerardo; Pellegrini, Matteo; Ramírez Nasto, Lucía; Producción Agraria; Nekazaritza Ekoizpena; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
Transposable elements constitute an important fraction of eukaryotic genomes. Given their mutagenic potential, host-genomes have evolved epigenetic defense mechanisms to limit their expansion. In fungi, epigenetic modifications have been widely studied in ascomycetes, although we lack a global picture of the epigenetic landscape in basidiomycetes. In this study, we analysed the genome-wide epigenetic and transcriptional patterns of the white-rot basidiomycete Pleurotus ostreatus throughout its life cycle. Our results performed by using high-throughput sequencing analyses revealed that strain-specific DNA methylation profiles are primarily involved in the repression of transposon activity and suggest that 21 nt small RNAs play a key role in transposon silencing. Furthermore, we provide evidence that transposon-associated DNA methylation, but not sRNA production, is directly involved in the silencing of genes surrounded by transposons. Remarkably, we found that nucleus-specific methylation levels varied in dikaryotic strains sharing identical genetic complement but different subculture conditions. Finally, we identified key genes activated in the fruiting process through the comparative analysis of transcriptomes. This study provides an integrated picture of epigenetic defense mechanisms leading to the transcriptional silencing of transposons and surrounding genes in basidiomycetes. Moreover, our findings suggest that transcriptional but not methylation reprogramming triggers fruitbody development in P. ostreatus.