Genome-wide comparison of nucleotide-binding site-leucine-rich repeat-encoding genes in Arabidopsis

Plants, like animals, use several lines of defense against pathogen attack. Prominent among genes that confer disease resistance are those encoding nucleotide-binding site-leucine-rich repeat (NB-LRR) proteins. Likely due to selection pressures caused by pathogens, NB-LRR genes are the most variable gene family in plants, but there appear to be species-specific limits to the number of NB-LRR genes in a genome. Allelic diversity within an individual is also increased by obligatory outcrossing, which leads to genome-wide heterozygosity. In this study, we compared the NB-LRR gene complement of the selfer Arabidopsis thaliana and its outcrossing close relative Arabidopsis lyrata. We then complemented and contrasted the interspecific patterns with studies of NB-LRR diversity within A. thaliana. Three important insights are as follows: (1) that both species have similar numbers of NB-LRR genes; (2) that loci with single NB-LRR genes are less variable than tandem arrays; and (3) that presence-absence polymorphisms within A. thaliana are not strongly correlated with the presence or absence of orthologs in A. lyrata. Although A. thaliana individuals are mostly homozygous and thus potentially less likely to suffer from aberrant interaction of NB-LRR proteins with newly introduced alleles, the number of NB-LRR genes is similar to that in A. lyrata. In intraspecific and interspecific comparisons, NB-LRR genes are also more variable than receptor-like protein genes. Finally, in contrast to Drosophila, there is a clearly positive relationship between interspecific divergence and intraspecific polymorphisms.     

A CART-based approach to discover emerging patterns in microarray data

MOTIVATION: Cancer diagnosis using gene expression profiles requires supervised learning and gene selection methods. Of the many suggested approaches, the method of emerging patterns (EPs) has the particular advantage of explicitly modeling interactions among genes, which improves classification accuracy. However, finding useful (i.e. short and statistically significant) EP is typically very hard. METHODS: Here we introduce a CART-based approach to discover EPs in microarray data. The method is based on growing decision trees from which the EPs are extracted. This approach combines pattern search with a statistical procedure based on Fisher's exact test to assess the significance of each EP. Subsequently, sample classification based on the inferred EPs is performed using maximum-likelihood linear discriminant analysis. RESULTS: Using simulated data as well as gene expression data from colon and leukemia cancer experiments we assessed the performance of our pattern search algorithm and classification procedure. In the simulations, our method recovers a large proportion of known EPs while for real data it is comparable in classification accuracy with three top-performing alternative classification algorithms. In addition, it assigns statistical significance to the inferred EPs and allows to rank the patterns while simultaneously avoiding overfit of the data. The new approach therefore provides a versatile and computationally fast tool for elucidating local gene interactions as well as for classification. AVAILABILITY: A computer program written in the statistical language R implementing the new approach is freely available from the web page http://www.stat.uni-muenchen.de/~socher/     

Rapid Identification of a Natural Knockout Allele of ARMADILLO REPEAT-CONTAINING KINESIN1 That Causes Root Hair Branching by Mapping-By-Sequencing

In Arabidopsis (Arabidopsis thaliana), branched root hairs are an indicator of defects in root hair tip growth. Among 62 accessions, one accession (Heiligkreuztal2 [HKT2.4]) displayed branched root hairs, suggesting that this accession carries a mutation in a gene of importance for tip growth. We determined 200- to 300-kb mapping intervals using a mapping-by-sequencing approach of F2 pools from crossings of HKT2.4 with three different accessions. The intersection of these mapping intervals was 80 kb in size featuring not more than 36 HKT2.4-specific single nucleotide polymorphisms, only two of which changed the coding potential of genes. Among them, we identified the causative single nucleotide polymorphism changing a splicing site in ARMADILLO REPEAT-CONTAINING KINESIN1. The applied strategies have the potential to complement statistical methods in high-throughput phenotyping studies using different natural accessions to identify causative genes for distinct phenotypes represented by only one or a few accessions.Root hairs are tubular tip outgrowths of single root epidermal cells (trichoblasts). They are an excellent genetic system and serve as a model to study the molecular components regulating tip growth (Carol and Dolan, 2002; Samaj et al., 2004; Lee and Yang, 2008). One of the main regulators of tip growth in root hairs is the small G protein RHO OF PLANTS2 (ROP2; Jones et al., 2002; Payne and Grierson, 2009). ROP2 determines the position of root hairs in incipient epidermal root hair cells and remains localized in the emerging tip during root hair tip growth (Molendijk et al., 2001; Jones et al., 2002). In addition, other factors have been identified to be important for growth and its directionality including phosphoinositides, cytoplasmic [Ca²⁺] gradients and their oscillation, reactive oxygen species, the RAB GTPase homolog A4B, and the cytoskeleton (Foreman et al., 2003; Preuss et al., 2004, 2006; Carol et al., 2005; Thole et al., 2008; Heilmann, 2009).Defects in essential processes for the establishment and maintenance of tip growth lead to deviations in root hair morphology such as branching and waviness (Samaj et al., 2004; Lee and Yang, 2008). Both the microtubules (MTs) and actin are important regulators of tip growth with MTs maintaining one growth point (Bibikova et al., 1999; Miller et al., 1999; Baluska et al., 2000). The latter is evident from the finding that artificially induced [Ca²⁺] gradients can induce additional growth tips when MTs are destroyed by drug treatments (Bibikova et al., 1999).Although the genetic and molecular analysis revealed a well-understood working model for root hair growth, little is known about the natural variation of the underlying processes. Which are the adaptive processes of relevance to specific environmental cues and which have already been selected for in natural accessions? One way to address this question is to link genotype and phenotype by association mapping using various Arabidopsis (Arabidopsis thaliana) accessions. This is greatly facilitated by the 1001 Genomes Project (http://1001genomes.org), providing an increasing number of sequenced accessions. In some cases, phenotypes are only found in one or a few accessions. When the minor allele frequency (AF) is low, the identification of such rare causative alleles with genome-wide association mapping studies is challenging because they cannot be discriminated from false positives (e.g. sequencing errors or synthetic associations; Korte and Farlow, 2013), they are not detectable because of chosen thresholds, or they do not support a statistically significant value (Cantor et al., 2010). Other time-consuming approaches with low mapping resolution, such as quantitative trait loci mapping, need to be followed to identify the causative gene. For this, mapping-by-sequencing, which was originally developed for the identification of mutagen-induced changes in model species (Schneeberger et al., 2009b), can help to rapidly identify causal polymorphisms including nonmodel and nonreference strains (Nordström et al., 2013; Takagi et al., 2013). The resolution of mapping-by-sequencing experiments in Arabidopsis mapping populations is typically between multiple hundreds of kilobase pairs up to a few megabase pairs (James et al., 2013). Although intervals of this size allow the identification of causal mutations in forward genetic screens, they are problematic for the analysis of diverse Arabidopsis accessions because the single nucleotide polymorphism (SNP) density is very high; consequently, hundreds of polymorphisms have to be considered.Here we report on a modification of the mapping-by-sequencing strategy providing a shortcut from distinct, monogenic accession-specific phenotypes to the causative SNP. When studying root hair morphology in 62 accessions for which the genome sequences were released by the 1001 Genomes Project (Cao et al., 2011), we found one accession (Heiligkreuztal2 [HKT2.4]) in which almost all root hairs were branched. To identify the causative gene, we used an approach based on mapping-by-sequencing. Instead of one outcross, we used outcrosses with three different accessions. We selected F2 seedlings exhibiting the distinct, monogenic, recessive root hair branching phenotype for sequencing. Combining the intersection of the three resulting mapping intervals with a selection for accession-specific SNPs revealed two primary candidate genes responsible for the root phenotype. We demonstrate that the causative SNP renders a splicing site in ARMADILLO REPEAT-CONTAINING KINESIN1 (ARK1) inactive and therefore leads to a defective ARK1/MORPHOGENESIS OF ROOT HAIR2 (MRH2) protein that is thought to coordinate actin microfilaments and MTs during tip growth of root hairs (Yang et al., 2007; Yoo and Blancaflor, 2013).     

Mitochondrial-targeted antioxidants represent a promising approach for prevention of cisplatin-induced nephropathy

Cisplatin is a widely used antineoplastic agent; however, its major limitation is the development of dose-dependent nephrotoxicity whose precise mechanisms are poorly understood. Here we show not only that mitochondrial dysfunction is a feature of cisplatin nephrotoxicity, but also that targeted delivery of superoxide dismutase mimetics to mitochondria largely prevents the renal effects of cisplatin. Cisplatin induced renal oxidative stress, deterioration of mitochondrial structure and function, an intense inflammatory response, histopathological injury, and renal dysfunction. A single systemic dose of mitochondrially targeted antioxidants, MitoQ or Mito-CP, dose-dependently prevented cisplatin-induced renal dysfunction. Mito-CP also prevented mitochondrial injury and dysfunction, renal inflammation, and tubular injury and apoptosis. Despite being broadly renoprotective against cisplatin, Mito-CP did not diminish cisplatin's antineoplastic effect in a human bladder cancer cell line. Our results highlight the central role of mitochondrially generated oxidants in the pathogenesis of cisplatin nephrotoxicity. Because similar compounds seem to be safe in humans, mitochondrially targeted antioxidants may represent a novel therapeutic approach against cisplatin nephrotoxicity.