Gene Expression Ratios Lead to Accurate and Translatable Predictors of DR5 Agonism across Multiple Tumor Lineages

Death Receptor 5 (DR5) agonists demonstrate anti-tumor activity in preclinical models but have yet to demonstrate robust clinical responses. A key limitation may be the lack of patient selection strategies to identify those most likely to respond to treatment. To overcome this limitation, we screened a DR5 agonist Nanobody across >600 cell lines representing 21 tumor lineages and assessed molecular features associated with response. High expression of DR5 and Casp8 were significantly associated with sensitivity, but their expression thresholds were difficult to translate due to low dynamic ranges. To address the translational challenge of establishing thresholds of gene expression, we developed a classifier based on ratios of genes that predicted response across lineages. The ratio classifier outperformed the DR5+Casp8 classifier, as well as standard approaches for feature selection and classification using genes, instead of ratios. This classifier was independently validated using 11 primary patient-derived pancreatic xenograft models showing perfect predictions as well as a striking linearity between prediction probability and anti-tumor response. A network analysis of the genes in the ratio classifier captured important biological relationships mediating drug response, specifically identifying key positive and negative regulators of DR5 mediated apoptosis, including DR5, CASP8, BID, cFLIP, XIAP and PEA15. Importantly, the ratio classifier shows translatability across gene expression platforms (from Affymetrix microarrays to RNA-seq) and across model systems (in vitro to in vivo). Our approach of using gene expression ratios presents a robust and novel method for constructing translatable biomarkers of compound response, which can also probe the underlying biology of treatment response.     

Crosslinking of an iodo-uridine-RNA hairpin to a single site on the human U1A N-terminal RNA binding domain.

The N-terminal RNA binding domain (RBD) of the human U1A snRNP protein binds tightly and specifically to an RNA hairpin that contains a 10-nucleotide loop. The protein is one of a class of RNA binding proteins that adopts a beta alpha beta beta alpha beta global fold, which in turn forms a four-stranded antiparallel beta-sheet. This sheet forms the primary binding surface for the RNA, as shown by the crosslinking results described here, and in more detail by a recently described co-crystal of this RBD with an RNA hairpin (Oubridge C, et al., 1994, Nature 372:432-438). The RNA hairpin sequence used in the crosslinking experiments, containing 5-iodo-uridine, is a variant of the normal U1 snRNA sequence which is able to form a crosslink with the protein, in contrast to the wild-type sequence, which does not. This single uridine substitution in the 10-nucleotide loop is the site of cross-linking to one tyrosine (Tyr 13) in the beta 1 strand of the U1A N-terminal RBD. This same uridine is also crosslinked to a mutant Tyr 13 Phe RBD, at this Phe 13 substitution.     

Bovine angiotensin-converting enzyme: amino-terminal sequence analysis and preliminary characterization of a hybridization-selected primary translation product

Bovine lung angiotensin-converting enzyme was isolated in pure form and the sequence of the first twenty-two NH2-terminal amino acids determined. Oligonucleotides, complementary to a selected portion of the NH2-terminal amino acid sequence of the bovine glycoprotein (Mr 145,000), were synthesized and used for hybridization selection of angiotensin-converting enzyme mRNA. The hybridization-selected mRNA programmed the in vitro synthesis of a single polypeptide (Mr 130,000) that was specifically immunoadsorbed by anti-bovine enzyme antibodies. Preliminary sequence analysis of the primary translation product suggests that bovine angiotensin-converting enzyme is synthesized without a transient NH2-terminal signal sequence.     

Skeletal muscle insulin resistance: role of inflammatory cytokines and reactive oxygen species

The cardiometabolic syndrome (CMS), with its increased risk for cardiovascular disease (CVD), nonalcoholic fatty liver disease (NAFLD), and chronic kidney disease (CKD), has become a growing worldwide health problem. Insulin resistance is a key factor for the development of the CMS and is strongly related to obesity, hyperlipidemia, hypertension, type 2 diabetes mellitus (T2DM), CKD, and NAFLD. Insulin resistance in skeletal muscle is particularly important since it is normally responsible for more than 75% of all insulin-mediated glucose disposal. However, the molecular mechanisms responsible for skeletal muscle insulin resistance remain poorly defined. Accumulating evidence indicates that low-grade chronic inflammation and oxidative stress play fundamental roles in the development of insulin resistance, and inflammatory cytokines likely contribute to the link between inflammation, oxidative stress, and skeletal muscle insulin resistance. Understanding the mechanisms by which skeletal muscle tissue develops resistance to insulin will provide attractive targets for interventions, which may ultimately curb this serious problem. This review is focused on the effects of inflammatory cytokines and oxidative stress on insulin signaling in skeletal muscle and consequent development of insulin resistance.     

In vitro transcriptome analysis of porcine choroid plexus epithelial cells in response to Streptococcus suis: release of pro-inflammatory cytokines and chemokines

The Gram-positive zoonotic bacterium Streptococcus suis (S. suis) is responsible for a wide range of diseases including meningitis in pigs and humans. The blood-cerebrospinal fluid (CSF) barrier is constituted by the epithelial cells of the choroid plexus, which execute barrier function also after bacteria have entered the central nervous system (CNS). We show that the bacterial capsule, a major virulence factor, strongly attenuates adhesion of S. suis to the apical side of porcine choroid plexus epithelial cells (PCPEC). Oligonucleotide microarray analysis and quantitative PCR surprisingly demonstrated that adherent wild-type and capsule-deficient S. suis influenced expression of a pronounced similar pattern of genes in PCPEC. Investigation of purified capsular material provided no evidence for a significant role of the capsule. Enriched among the regulated genes were those involved in “inflammatory response”, “defense response” and “cytokine activity”. These comprised several cytokines and chemokines including the interleukins 6 and 8, which could be detected on protein level. We show that after infection with S. suis the choroid plexus contributes to the immune response by actively producing cytokines and chemokines. Other virulence factors than the bacterial capsule may be relevant in inducing a strong inflammatory response in the CNS during S. suis meningitis.     

A high-throughput,homogeneous microplate assay for agents that kill mammalian tissue culture cells

Screens for cytostasis/cytoxicity have considerable value for the discovery of therapeutic agents and the investigation of the biology of apoptosis. For instance, genetic screens for proteins, protein fragments, peptides, RNAs, or chemicals that kill tissue culture cells may aid in identifying new cancer therapeutic targets. A microplate assay for cell death is needed to achieve throughputs sufficient to sift through thousands of agents from expression or chemical libraries. The authors describe a homogeneous assay for cell death in tissue culture cells compatible with 96- or 384-well plates. In combination with a previously described system for retroviral packaging and transduction, nearly 6000 expression library clones could be screened per week in a 96-well plate format. The screening system may also prove useful for chemical screens.     

An automated system for screening retroviral expression constructs in microplate format

Retroviruses are useful for genetics studies to deliver genes that express proteins, peptides, and RNAs. Several steps, including DNA preparation, transfection, packaging, transduction, and assay, are required to execute screens using retroviral constructs. Unlike screens with purified components, whole-cell assays using retroviral constructs need a large number of steps with microplate manipulations. The nature of these steps, especially the involvement of cultured mammalian cells, limits the throughput of such screens. To improve the efficiency of genetic experiments with retroviral expression vectors, an automated system for retroviral screening in microplates was devised and tested. The system, called Somata, provides high throughputs and robust, reproducible performance.     

Mutation Master: profiles of substitutions in hepatitis C virus RNA of the core,alternate reading frame,and NS2 coding regions

The RNA genome of the hepatitis C virus (HCV) undergoes rapid evolutionary change. Efforts to control this virus would benefit from the advent of facile methods to identify characteristic features of HCV RNA and proteins, and to condense the vast amount of mutational data into a readily interpretable form. Many HCV sequences are available in GenBank. To facilitate analysis, consensus sequences were constructed to eliminate the overrepresentation of certain genotypes, such as genotype 1, and a novel package of sequence analysis tools was developed. Mutation Master generates profiles of point mutations in a population of sequences and produces a set of visual displays and tables indicating the number, frequency, and character of substitutions. It can be used to analyze hundreds of sequences at a time. When applied to 255 HCV core protein sequences, Mutation Master identified variable domains and a series of mutations meriting further investigation. It flagged position 4, for example, where 90% or more of all sequences in genotypes 1, 2, 4, and 5, have N4, whereas those in genotypes 3, 6, 7, 8, 9, and 10 have L4. This pattern is noteworthy: L (hydrophobic) to N (polar) substitutions are generally rare, and genotypes 1, 2, 4, and 5 do not form a recognized super family of sequences. Thus, the L4N substitution probably arose independently several times. Moreover, not one member of genotypes 1, 2, 4, or 5 has L4 and not one member of genotypes 3, 6, 7, 8, 9, or 10 has N4. This nonoverlapping pattern suggests that coordinated changes at position 4 and a second site are required to yield a viable virus. The package generated a table of genotype-specific substitutions whose future analysis may help to identify interacting amino acids. Three substitutions were present in 100% of genotype 2 members and absent from all others: A68D, R74K, and R114H. Finally, this study revealed thatARFP, a novel protein encoded in an overlapping reading frame, is as conserved as conventional HCV proteins, a result supporting a role for ARFP in the viral life cycle. Whereas most conventional programs for phylogenetic analysis of sequences provide information about overall relatedness of genes or genomes, this program highlights and profiles point mutations. This is important because determinants of pathogenicity and drug susceptibility are likely to result from changes at only one or two key nucleotides or amino acid sites, and would not be detected by the type of pairwise comparisons that have usually been performed on HCV to date. This study is the first application of Mutation Master, which is now available upon request (http://tandem.biomath.mssm.edu/mutationmaster.html).     

Site-directed mutagenesis of the T4 endonuclease V gene: role of tyrosine-129 and -131 in pyrimidine dimer-specific binding

T4 endonuclease V incises DNA at the sites of pyrimidine dimers through a two-step mechanism. These breakage reactions are preceded by the scanning of nontarget DNA and binding to pyrimidine dimers. In analogy to the synthetic tripeptides Lys-Trp-Lys and Lys-Tyr-Lys, which have been shown to be capable of producing single-strand scissions in DNA containing apurinic sites, endonuclease V has the amino acid sequence Trp-Tyr-Lys-Tyr-Tyr (128-132). Site-directed mutagenesis of the endonuclease V gene, denV, was performed at the Tyr-129 and at the Tyr-129 and Tyr-131 positions in order to convert the Tyr residues to nonaromatic amino acids to test their role in dimer-specific binding. The UV survival of repair-deficient (uvrA recA) Escherichia coli cells harboring the denV N-129 construction was dramatically reduced relative to wild-type denV+ cells. The survival of denV N-129,131 cells was indistinguishable from that of the parental strain lacking the denV gene. The mutant endonuclease V proteins were then characterized with regard to (1) dimer-specific nicking activity, (2) apurinic nicking activity, and (3) binding affinity to UV-irradiated DNA. Dimer-specific nicking activity and dimer-specific binding for both denV N-129 and N-129,131 were abolished, while apurinic-specific nicking was substantially retained in denV N-129,131 but was abolished in denV N-129. These results indicate that Tyr-129 and Tyr-131 positions of endonuclease V are at least important in pyrimidine dimer-specific binding and possibly nicking activity.