RFRaoul Frijters

Raoul Frijters

*This is an algorithmically generated author record based on publicly available information.

Raoul Frijters has a total of 26 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Contrasting evolutionary patterns of helper and sensor NRC NLRs in lettuce reflect functional divergence following subfunctionalization

    by Hsuan Pai, Toshiyuki Sakai, Andres Posbeyikian, Raoul Frijters, Yu Sugihara, Mauricio P. Contreras, Jiorgos Kourelis, Hiroaki Adachi, Sophien Kamoun, AmirAli Toghani

    Nucleotide-binding domain and leucine-rich repeat immune receptors (NLRs) are known for their rapid evolution, even at the intraspecific level, yet the rates of evolution differ significantly across NLRs. However, the degree to which evolutionary patterns reflect functional divergence remains poorly understood, notably in important crop species. Within the NRC (NLR Required for Cell Death) network in Asterids, sensor NLRs detect pathogen presence but require NRC helpers for signaling and to confer immunity. We conducted a comparative analysis of NLRs across 40 Solanales and 29 Asterales genomes to explore NRC network expansion and diversification within the less-studied Asterales order. Our findings reveal that the NRC network has expanded less in Asterales compared to Solanales. We functionally validated an Asterales NRC network with 2 helpers and 9 sensors in common lettuce ( Lactuca sativa ). Through selection analysis and structural modeling of NRC gene family in the Lactuca genus, we found distinct evolutionary trajectories between NRC helpers and sensors. Sensors reliant on the phylogenetically conserved helper NRC0 experience limited diversification, whereas sensors dependent on other NRC helpers show higher rates of positive selection and gene duplication. Our results highlight the lineage- and function-specific evolution of the NRC network, offering insights into the evolutionary pressures shaping plant immune receptor networks.


  • Open Access

    A conserved structural logic underlies sensor–helper NLR communication in the NRC immune receptor network

    by AmirAli Toghani, Maián Garro, Raoul Frijters, Sophien Kamoun, Mauricio P. Contreras

    NLR immune receptor networks consist of expanded disease resistance proteins (sensor NLRs) that signal via core executors of immunity known as helper NLRs. Although some sensor NLRs are thought to activate their cognate helpers via an activation-and-release mechanism, the structural basis of sensor-helper communication remains poorly understood. Here, we identify and validate sensor-helper NLR interfaces that are critical for immune activation in the NRC network of coiled-coil NLR immune receptors. Using AlphaFold 3 we predicted a high confidence model between the virus resistance protein Rx and its helper NLR NRC2. We validated the interfaces by loss and gain-of-function mutagenesis, including reconstituting a critical salt bridge through reciprocal mutations. We showed that these interfaces are conserved across the NRC network of asterid plants despite over 120 million years of divergence and validated the sensor-NRC interfaces within the common lettuce network. Structure-guided bioengineering of a lettuce sensor NLR enabled expansion of its NRC helper compatibility profile. These results are consistent with the activation-and-release model and point to bioengineering sensor- helper specificity in economically important crop species.


  • Open Access

    Lettuce Big‐Vein Associated Virus ORF3 Encodes a Functional 30K Movement Protein

    by Willem E. W. Schravesande, Machiel V. Cligge, Raoul Frijters, Adriaan Verhage, Harrold A. van Den Burg

    Movement proteins (MPs) modulate the size exclusion limit of plasmodesmata—membrane‐lined channels connecting plant cells—thereby allowing cell‐to‐cell movement and systemic spread of plant viruses. The largest and arguably best‐studied group of MPs is the 30K superfamily. Its family members share little sequence similarity, with only a handful of residues being well conserved. Yet, all family members appear to adopt the same jelly‐roll protein fold structure. Lettuce big‐vein associated virus (LBVaV), a member of the Rhabdoviridae family, is closely associated with lettuce big‐vein disease (LBVD). It appears to facilitate the long‐distance movement of Mirafiori lettuce big‐vein virus (MiLBVV) in plants through an unknown mechanism. Notably, enhanced MiLBVV spread correlates with severe LBVD symptoms. Despite LBVaV having been known for decades, its proteins have not been studied in detail thus far. By using a combination of Alphafold2 structure modelling and FoldSeek structure‐based homology searches, we managed to annotate all LBVaV open reading frames (ORFs), with ORF3 clustering with the 30K superfamily. While ORF3 is the most conserved protein sequence among the LBVaV‐encoded ORFs, it shares only 5%–11% protein sequence identity with related MPs in the same genus. Microscopy studies confirmed that ORF3 locates at plasmodesmata, and in planta expression of ORF3 allowed cell‐to‐cell movement of two movement‐impaired plant viruses. Thus, the Alphafold2‐FoldSeek strategy allowed successful annotation of a plant viral genome even when viral proteins show little sequence similarity.


  • Open Access

    Can AI modeling of protein structures distinguish between sensor and helper NLR immune receptors?

    by AmirAli Toghani, Raoul Frijters, Tolga O. Bozkurt, Ryohei Terauchi, Sophien Kamoun, Yu Sugihara


  • Open Access

    A root-specific NLR network mediates immune signaling of resistance genes against plant parasitic nematodes

    by Daniel Lüdke, Toshiyuki Sakai, Jiorgos Kourelis, AmirAli Toghani, Hiroaki Adachi, Andrés Posbeyikian, Raoul Frijters, Hsuan Pai, Adeline Harant, Juan Carlos Lopez-Agudelo, et al.

    Plant nucleotide-binding domain and leucine-rich repeat immune receptors (NLRs) confer disease resistance to many foliar and root parasites. However, the extent to which NLR-mediated immunity is differentially regulated between plant organs is poorly known. Here, we show that a large cluster of tomato (Solanum lycopersicum) genes, encoding the cyst and root-knot nematode disease resistance proteins Hero and MeR1 as well as the NLR helper NLR required for cell death 6 (NRC6), is nearly exclusively expressed in the roots. This root-specific gene cluster emerged in Solanum species about 21 million years ago through gene duplication of the ancient asterid NRC network. NLR sensors in this gene cluster function exclusively through NRC6 helpers to trigger hypersensitive cell death. These findings indicate that the NRC6 gene cluster has sub-functionalized from the larger NRC network to specialize in mediating resistance against root pathogens, including cyst and root-knot nematodes. We propose that some NLR gene clusters and networks may have evolved organ-specific gene expression as an adaptation to particular parasites and to reduce the risk of autoimmunity.


  • Open Access

    A hierarchical immune receptor network in lettuce reveals contrasting patterns of evolution in sensor and helper NLRs

    by Hsuan Pai, Toshiyuki Sakai, Andres Posbeyikian, Raoul Frijters, Yu Sugihara, Mauricio P. Contreras, Jiorgos Kourelis, Hiroaki Adachi, Sophien Kamoun, AmirAli Toghani

    Nucleotide-binding domain and leucine-rich repeat immune receptors (NLRs) are known for their rapid evolution, even at the intraspecific level, yet the rates of evolution differ significantly across various NLR classes. Within the NRC (NLR Required for Cell Death) network, NLRs operate in complex sensor-helper configurations to confer immunity against a diverse array of pathogens, particularly in Asterids. While helper NLRs are typically conserved and evolve slowly, sensor NLRs tend to evolve more rapidly. However, the functional connections between slow and fast-evolving NLRs remain poorly understood, notably in important crop species. We conducted a comparative analysis of NLRs across 40 Solanales and 29 Asterales genomes to explore NRC network expansion and diversification within the less-studied Asterales order. Our findings reveal that the NRC network has expanded less in Asterales compared to Solanales. We functionally validated a minimal Asterales NRC network with 2 helpers and 9 sensors in common lettuce ( Lactuca sativa ). Through selection and diversification analysis and structural modeling of NRC helper and sensor subclades in the Lactuca genus, we found varying evolutionary diversification rates between NRC helpers and sensors. We found a correlation between sensor diversification rates and helper dependency, with sensors reliant on a phylogenetically conserved helpers experiencing limited diversification pressure. Our results highlight the lineage- and function-specific evolution of the NRC network, offering insights into the evolutionary pressures shaping plant immune receptor networks.


  • Open Access

    Can AI modelling of protein structures distinguish between sensor and helper NLR immune receptors?

    by AmirAli Toghani, Raoul Frijters, Tolga O. Bozkurt, Ryohei Terauchi, Sophien Kamoun, Yu Sugihara

    NLR immune receptors can be functionally organized in genetically linked sensor-helper pairs. However, methods to categorize paired NLRs remain limited, primarily relying on the presence of non-canonical domains in some sensor NLRs. Here, we propose that the AI system AlphaFold 3 can classify paired NLR proteins into sensor or helper categories based on predicted structural characteristics. Helper NLRs showed higher AlphaFold 3 confidence scores than sensors when modelled in oligomeric configurations. Furthermore, funnel-shaped structures—essential for activating immune responses—were reliably predicted in helpers but not in sensors. Applying this method to uncharacterized NLR pairs from rice, we found that AlphaFold 3 can differentiate between putative sensors and helpers even when both proteins lack non-canonical domain annotations. These findings suggest that AlphaFold 3 offers a new approach to categorize NLRs and enhances our understanding of the functional configurations in plant immune systems, even in the absence of non-canonical domain annotations.


  • Open Access

    A root-specific NLR network confers resistance to plant parasitic nematodes

    by Daniel Luedke, Toshiyuki Sakai, Jiorgos Kourelis, AmirAli Toghani, Hiroaki Adachi, Andrés Posbeyikian, Raoul Frijters, Hsuan Pai, Adeline Harant, Karin Ernst, et al.

    Nucleotide-binding domain and leucine-rich repeat immune receptors (NLRs) confer disease resistance to a multitude of foliar and root parasites of plants. However, the extent to which NLR immunity is expressed differentially between plant organs is poorly known. Here, we show that a large cluster of tomato genes, which encodes the cyst and root-knot nematode disease resistance proteins Hero and MeR1 as well as the NLR-helper NRC6, exhibits nearly exclusive expression in the roots. This root-specific gene cluster emerged in Solanum species about 21 million years ago through gene duplication from the ancient NRC network of asterid plants. NLR-sensors in this gene cluster exclusively signal through NRC6 helpers to trigger the hypersensitive cell death immune response. These findings indicate that the NRC6 gene cluster has sub-functionalized from the larger NRC network to specialize for resistance against root pathogens, including cyst and root-knot nematodes. We propose that NLR gene clusters and networks have evolved organ-specific gene expression as an adaptation to particular parasites and to reduce the risk of autoimmunity.