Deep sequencing shows multiple oligouridylations are required for 3' to 5' degradation of histone mRNAs on polyribosomes.

Histone mRNAs are rapidly degraded when DNA replication is inhibited during S phase with degradation initiating with oligouridylation of the stem loop at the 3' end. We developed a customized RNA sequencing strategy to identify the 3' termini of degradation intermediates of histone mRNAs. Using this strategy, we identified two types of oligouridylated degradation intermediates: RNAs ending at different sites of the 3' side of the stem loop that resulted from initial degradation by 3'hExo and intermediates near the stop codon and within the coding region. Sequencing of polyribosomal histone mRNAs revealed that degradation initiates and proceeds 3' to 5' on translating mRNA and that many intermediates are capped. Knockdown of the exosome-associated exonuclease PM/Scl-100, but not the Dis3L2 exonuclease, slows histone mRNA degradation consistent with 3' to 5' degradation by the exosome containing PM/Scl-100. Knockdown of No-go decay factors also slowed histone mRNA degradation, suggesting a role in removing ribosomes from partially degraded mRNAs.

Two-headed tetraphosphate cap analogs are inhibitors of the Dcp1/2 RNA decapping complex.

Dcp1/2 is the major eukaryotic RNA decapping complex, comprised of the enzyme Dcp2 and activator Dcp1, which removes the 5' m(7)G cap from mRNA, committing the transcript to degradation. Dcp1/2 activity is crucial for RNA quality control and turnover, and deregulation of these processes may lead to disease development. The molecular details of Dcp1/2 catalysis remain elusive, in part because both cap substrate (m(7)GpppN) and m(7)GDP product are bound by Dcp1/2 with weak (mM) affinity. In order to find inhibitors to use in elucidating the catalytic mechanism of Dcp2, we screened a small library of synthetic m(7)G nucleotides (cap analogs) bearing modifications in the oligophosphate chain. One of the most potent cap analogs, m(7)GpSpppSm(7)G, inhibited Dcp1/2 20 times more efficiently than m(7)GpppN or m(7)GDP. NMR experiments revealed that the compound interacts with specific surfaces of both regulatory and catalytic domains of Dcp2 with submillimolar affinities. Kinetics analysis revealed that m(7)GpSpppSm(7)G is a mixed inhibitor that competes for the Dcp2 active site with micromolar affinity. m(7)GpSpppSm(7)G-capped RNA undergoes rapid decapping, suggesting that the compound may act as a tightly bound cap mimic. Our identification of the first small molecule inhibitor of Dcp2 should be instrumental in future studies aimed at understanding the structural basis of RNA decapping and may provide insight toward the development of novel therapeutically relevant decapping inhibitors.

Inhibition of Mitogen-activated Protein Kinase (MAPK)-interacting Kinase (MNK) Preferentially Affects Translation of mRNAs Containing Both a 5'-Terminal Cap and Hairpin.

The MAPK-interacting kinases 1 and 2 (MNK1 and MNK2) are activated by extracellular signal-regulated kinases 1 and 2 (ERK1/2) or p38 in response to cellular stress and extracellular stimuli that include growth factors, cytokines, and hormones. Modulation of MNK activity affects translation of mRNAs involved in the cell cycle, cancer progression, and cell survival. However, the mechanism by which MNK selectively affects translation of these mRNAs is not understood. MNK binds eukaryotic translation initiation factor 4G (eIF4G) and phosphorylates the cap-binding protein eIF4E. Using a cell-free translation system from rabbit reticulocytes programmed with mRNAs containing different 5'-ends, we show that an MNK inhibitor, CGP57380, affects translation of only those mRNAs that contain both a cap and a hairpin in the 5'-UTR. Similarly, a C-terminal fragment of human eIF4G-1, eIF4G(1357-1600), which prevents binding of MNK to intact eIF4G, reduces eIF4E phosphorylation and inhibits translation of only capped and hairpin-containing mRNAs. Analysis of proteins bound to m(7)GTP-Sepharose reveals that both CGP and eIF4G(1357-1600) decrease binding of eIF4E to eIF4G. These data suggest that MNK stimulates translation only of mRNAs containing both a cap and 5'-terminal RNA duplex via eIF4E phosphorylation, thereby enhancing the coupled cap-binding and RNA-unwinding activities of eIF4F.

CPEB1 promotes differentiation and suppresses EMT in mammary epithelial cells.

Downregulation of CPEB1, a sequence-specific RNA-binding protein, in a mouse mammary epithelial cell line (CID-9) causes epithelial-to-mesenchymal transition (EMT), based on several criteria. First, CPEB1 knockdown decreases protein levels of E-cadherin and ß-catenin but increases those of vimentin and Twist1. Second, the motility of CPEB1-depleted cells is increased. Third, CID-9 cells normally form growth-arrested, polarized and three-dimensional acini upon culture in extracellular matrix, but CPEB1-deficient CID-9 cells form nonpolarized proliferating colonies lacking a central cavity. CPEB1 downregulates Twist1 expression by binding to its mRNA, shortening its poly(A) tract and repressing its translation. CID-9 cultures contain both myoepithelial and luminal epithelial cells. CPEB1 increases during CID-9 cell differentiation, is predominantly expressed in myoepithelial cells, and its knockdown prevents expression of the myoepithelial marker p63. CPEB1 is present in proliferating subpopulations of pure luminal epithelial cells (SCp2) and myoepithelial cells (SCg6), but its depletion increases Twist1 only in SCg6 cells and fails to downregulate E-cadherin in SCp2 cells. We propose that myoepithelial cells prevent EMT by influencing the polarity and proliferation of luminal epithelial cells in a mechanism that requires translational silencing of myoepithelial Twist1 by CPEB1.

Synthesis, properties, and biological activity of boranophosphate analogs of the mRNA cap: versatile tools for manipulation of therapeutically relevant cap-dependent processes.

Modified mRNA cap analogs aid in the study of mRNA-related processes and may enable creation of novel therapeutic interventions. We report the synthesis and properties of 11 dinucleotide cap analogs bearing a single boranophosphate modification at either the α-, ß- or γ-position of the 5',5'-triphosphate chain. The compounds can potentially serve either as inhibitors of translation in cancer cells or reagents for increasing expression of therapeutic proteins in vivo from exogenous mRNAs. The BH3-analogs were tested as substrates and binding partners for two major cytoplasmic cap-binding proteins, DcpS, a decapping pyrophosphatase, and eIF4E, a translation initiation factor. The susceptibility to DcpS was different between BH3-analogs and the corresponding analogs containing S instead of BH3 (S-analogs). Depending on its placement, the boranophosphate group weakened the interaction with DcpS but stabilized the interaction with eIF4E. The first of the properties makes the BH3-analogs more stable and the second, more potent as inhibitors of protein biosynthesis. Protein expression in dendritic cells was 2.2- and 1.7-fold higher for mRNAs capped with m2 (7,2'-O)GppBH3pG D1 and m2 (7,2'-O)GppBH3pG D2, respectively, than for in vitro transcribed mRNA capped with m2 (7,3'-O)GpppG. Higher expression of cancer antigens would make mRNAs containing m2 (7,2'-O)GppBH3pG D1 and m2 (7,2'-O)GppBH3pG D2 favorable for anticancer immunization.

mRNAs containing the histone 3' stem-loop are degraded primarily by decapping mediated by oligouridylation of the 3' end.

Metazoan replication-dependent histone mRNAs are only present in S-phase, due partly to changes in their stability. These mRNAs end in a unique stem-loop (SL) that is required for both translation and cell-cycle regulation. Previous studies showed that histone mRNA degradation occurs through both 5'→3' and 3'→5' processes, but the relative contributions are not known. The 3' end of histone mRNA is oligouridylated during its degradation, although it is not known whether this is an essential step. We introduced firefly luciferase reporter mRNAs containing the histone 3' UTR SL (Luc-SL) and either a normal or hDcp2-resistant cap into S-phase HeLa cells. Both mRNAs were translated, and translation initially protected the mRNAs from degradation, but there was a lag of ∼40 min with the uncleavable cap compared to ∼8 min for the normal cap before rapid decay. Knockdown of hDcp2 resulted in a similar longer lag for Luc-SL containing a normal cap, indicating that 5'→3' decay is important in this system. Inhibition of DNA replication with hydroxyurea accelerated the degradation of Luc-SL. Knockdown of terminal uridyltransferase (TUTase) 4 but not TUTase 3 slowed the decay process, but TUTase 4 knockdown had no effect on destabilization of the mRNA by hydroxyurea. Both Luc-SL and its 5' decay intermediates were oligouridylated. Preventing oligouridylation by 3'-deoxyadenosine (cordycepin) addition to the mRNA slowed degradation, in the presence or absence of hydroxyurea, suggesting oligouridylation initiates degradation. The spectrum of oligouridylated fragments suggests the 3'→5' degradation machinery stalls during initial degradation, whereupon reuridylation occurs.

Translation, stability, and resistance to decapping of mRNAs containing caps substituted in the triphosphate chain with BH3, Se, and NH.

Decapping is an essential step in multiple pathways of mRNA degradation. Previously, we synthesized mRNAs containing caps that were resistant to decapping, both to dissect the various pathways for mRNA degradation and to stabilize mRNA for more sustained protein expression. mRNAs containing an α-ß CH(2) group are resistant to in vitro cleavage by the decapping enzyme hDcp2 but poorly translated. mRNAs containing an S substitution at the ß-phosphate are well translated but only partially resistant to hDcp2. We now describe seven new cap analogs substituted at the ß-phosphate with BH(3) or Se, or substituted at either the α-ß or ß-γ O with NH. The analogs differ in affinity for eIF4E and efficiency of in vitro incorporation into mRNA by T7 RNA polymerase. Luciferase mRNAs capped with these analogs differ in resistance to hDcp2 hydrolysis in vitro, translational efficiency in rabbit reticulocyte lysate and in HeLa cells, and stability in HeLa cells. Whereas mRNAs capped with m(2)(7,2'-O)Gpp(S)pG were previously found to have the most favorable properties of translational efficiency and stability in mammalian cells, mRNAs capped with m(7)Gpp(BH3)pm(7)G are translated with the same efficiency but are more stable. Interestingly, some mRNAs exhibit a lag of up to 60 min before undergoing first-order decay (t(1/2) ≅ 25 min). Only mRNAs that are efficiently capped, resistant to decapping in vitro, and actively translated have long lag phases.

Expression of truncated eukaryotic initiation factor 3e (eIF3e) resulting from integration of mouse mammary tumor virus (MMTV) causes a shift from cap-dependent to cap-independent translation.

Integration of mouse mammary tumor virus (MMTV) at the common integration site Int6 occurs in the gene encoding eIF3e, the p48 subunit of translation initiation factor eIF3. Integration is at any of several introns of the Eif3e gene and causes the expression of truncated Eif3e mRNAs. Ectopic expression of the truncated eIF3e protein resulting from integration at intron 5 (3e5) induces malignant transformation, but by an unknown mechanism. Because eIF3e makes up at least part of the binding site for eIF4G, we examined the effects of 3e5 expression on protein synthesis. We developed an NIH3T3 cell line that contains a single copy of the 3e5 sequence at a predetermined genomic site. Co-immunoprecipitation indicated diminished binding of eIF3 to eIF4G, signifying a reduction in recruitment of the mRNA-unwinding machinery to the 43 S preinitiation complex. Cell growth and overall protein synthesis were decreased. Translation driven by the eIF4G-independent hepatitis C virus internal ribosome entry sequence (HCV IRES) in a bicistronic mRNA was increased relative to cap-dependent translation. Endogenous mRNAs encoding XIAP, c-Myc, CYR61, and Pim-1, which are translated in a cap-independent manner, were shifted to heavier polysomes whereas mRNAs encoding GAPDH, actin, L32, and L34, which are translated in a cap-dependent manner, were shifted to lighter polysomes. We propose that expression of 3e5 diminishes eIF4G interaction with eIF3 and causes abnormal gene expression at the translational level. The correlation between up-regulation of cap-independent translation and MMTV-induced tumorigenesis contrasts with the well established model for malignant transformation involving up-regulation of highly cap-dependent translation.

A C. elegans eIF4E-family member upregulates translation at elevated temperatures of mRNAs encoding MSH-5 and other meiotic crossover proteins.

Caenorhabditis elegans expresses five family members of the translation initiation factor eIF4E whose individual physiological roles are only partially understood. We report a specific role for IFE-2 in a conserved temperature-sensitive meiotic process. ife-2 deletion mutants have severe temperature-sensitive chromosome-segregation defects. Mutant germ cells contain the normal six bivalents at diakinesis at 20 degrees C but 12 univalents at 25 degrees C, indicating a defect in crossover formation. Analysis of chromosome pairing in ife-2 mutants at the permissive and restrictive temperatures reveals no defects. The presence of RAD-51-marked early recombination intermediates and 12 well condensed univalents indicate that IFE-2 is not essential for formation of meiotic double-strand breaks or their repair through homologous recombination but is required for crossover formation. However, RAD-51 foci in ife-2 mutants persist into inappropriately late stages of meiotic prophase at 25 degrees C, similar to mutants defective in MSH-4/HIM-14 and MSH-5, which stabilize a critical intermediate in crossover formation. In wild-type worms, mRNAs for msh-4/him-14 and msh-5 shift from free messenger ribonucleoproteins to polysomes at 25 degrees C but not in ife-2 mutants, suggesting that IFE-2 translationally upregulates synthesis of MSH-4/HIM-14 and MSH-5 at elevated temperatures to stabilize Holliday junctions. This is confirmed by an IFE-2-dependent increase in MSH-5 protein levels.

Helicobacter pylori AlpA and AlpB bind host laminin and influence gastric inflammation in gerbils.

Helicobacter pylori persistently colonizes humans, causing gastritis, ulcers, and gastric cancer. Adherence to the gastric epithelium has been shown to enhance inflammation, yet only a few H. pylori adhesins have been paired with targets in host tissue. The alpAB locus has been reported to encode adhesins involved in adherence to human gastric tissue. We report that abrogation of H. pylori AlpA and AlpB reduces binding of H. pylori to laminin while expression of plasmid-borne alpA or alpB confers laminin-binding ability to Escherichia coli. An H. pylori strain lacking only AlpB is also deficient in laminin binding. Thus, we conclude that both AlpA and AlpB contribute to H. pylori laminin binding. Contrary to expectations, the H. pylori SS1 mutant deficient in AlpA and AlpB causes more severe inflammation than the isogenic wild-type strain in gerbils. Identification of laminin as the target of AlpA and AlpB will facilitate future investigations of host-pathogen interactions occurring during H. pylori infection.

eIF4E: new family members, new binding partners, new roles.

Eukaryotic initiation factor 4E (eIF4E) has long been known as the cap-binding protein that participates in recruitment of mRNA to the ribosome. A number of recent advances have not only increased our understanding of how eIF4E acts in translation but also uncovered non-translational roles. New structures have been determined for eIF4E in complex with various ligands and for other cap-binding proteins. We have also learned that most eukaryotic organisms express multiple eIF4E family members, some involved in general translation but others having specialized functions, including repression of translation. A number of new eIF4E-binding proteins have been reported, some of which tether it to specific mRNAs.

Synthesis and characterization of mRNA cap analogs containing phosphorothioate substitutions that bind tightly to eIF4E and are resistant to the decapping pyrophosphatase DcpS.

Analogs of the mRNA cap are widely employed to study processes involved in mRNA metabolism as well as being useful in biotechnology and medicinal applications. Here we describe synthesis of six dinucleotide cap analogs bearing a single phosphorothioate modification at either the alpha, beta, or gamma position of the 5',5'-triphosphate chain. Three of them were also modified with methyl groups at the 2'-O position of 7-methylguanosine to produce anti-reverse cap analogs (ARCAs). Due to the presence of stereogenic P centers in the phosphorothioate moieties, each analog was obtained as a mixture of two diastereomers, D1 and D2. The mixtures were resolved by RP HPLC, providing 12 different compounds. Fluorescence quenching experiments were employed to determine the association constant (K(AS)) for complexes of the new analogs with eIF4E. We found that phosphorothioate modifications generally stabilized the complex between eIF4E and the cap analog. The most strongly bound phosphorothioate analog (the D1 isomer of the beta-substituted analog m(7)Gpp(S)pG) was characterized by a K(AS) that was more than fourfold higher than that of its unmodified counterpart (m(7)GpppG). All analogs modified in the gamma position were resistant to hydrolysis by the scavenger decapping pyrophosphatase DcpS from both human and Caenorhabditis elegans sources. The absolute configurations of the diastereomers D1 and D2 of analogs modified at the alpha position (i.e., m(7)Gppp(S)G and m(2) (7,2'-O )Gppp(S)G) were established as S(P) and R(P) , respectively, using enzymatic digestion and correlation with the S(P) and R(P) diastereomers of guanosine 5'-O-(1-thiodiphosphate) (GDPalphaS). The analogs resistant to DcpS act as potent inhibitors of in vitro protein synthesis in rabbit reticulocyte lysates.

Alpha/beta interferon inhibits cap-dependent translation of viral but not cellular mRNA by a PKR-independent mechanism.

The alpha/beta interferon (IFN-alpha/beta) response is critical for host protection against disseminated replication of many viruses, primarily due to the transcriptional upregulation of genes encoding antiviral proteins. Previously, we determined that infection of mice with Sindbis virus (SB) could be converted from asymptomatic to rapidly fatal by elimination of this response (K. D. Ryman et al., J. Virol. 74:3366-3378, 2000). Probing of the specific antiviral proteins important for IFN-mediated control of virus replication indicated that the double-stranded RNA-dependent protein kinase, PKR, exerted some early antiviral effects prior to IFN-alpha/beta signaling; however, the ability of IFN-alpha/beta to inhibit SB and protect mice from clinical disease was essentially undiminished in the absence of PKR, RNase L, and Mx proteins (K. D. Ryman et al., Viral Immunol. 15:53-76, 2002). One characteristic of the PKR/RNase L/Mx-independent antiviral effect was a blockage of viral protein accumulation early after infection (K. D. Ryman et al., J. Virol. 79:1487-1499, 2005). We show here that IFN-alpha/beta priming induces a PKR-independent activity that inhibits m(7)G cap-dependent translation at a step after association of cap-binding factors and the small ribosome subunit but before formation of the 80S ribosome. Furthermore, the activity targets mRNAs that enter across the cytoplasmic membrane, but nucleus-transcribed RNAs are relatively unaffected. Therefore, this IFN-alpha/beta-induced antiviral activity represents a mechanism through which IFN-alpha/beta-exposed cells are defended against viruses that enter the cytoplasm, while preserving essential host activities, including the expression of antiviral and stress-responsive genes.

Translation of a small subset of Caenorhabditis elegans mRNAs is dependent on a specific eukaryotic translation initiation factor 4E isoform.

The mRNA cap-binding protein eukaryotic translation initiation factor 4E (eIF4E) participates in protein synthesis initiation, translational repression of specific mRNAs, and nucleocytoplasmic shuttling. Multiple isoforms of eIF4E are expressed in a variety of organisms, but their specific roles are poorly understood. We investigated one Caenorhabditis elegans isoform, IFE-4, which has homologues in plants and mammals. IFE-4::green fluorescent protein (GFP) was expressed in pharyngeal and tail neurons, body wall muscle, spermatheca, and vulva. Knockout of ife-4 by RNA interference (RNAi) or a null mutation produced a pleiotropic phenotype that included egg-laying defects. Sedimentation analysis demonstrated that IFE-4, but not IFE-1, was present in 48S initiation complexes, indicating that it participates in protein synthesis initiation. mRNAs affected by ife-4 knockout were determined by DNA microarray analysis of polysomal distribution. Polysome shifts, in the absence of total mRNA changes, were observed for only 33 of the 18,967 C. elegans mRNAs tested, of which a disproportionate number were related to egg laying and were expressed in neurons and/or muscle. Translational regulation was confirmed by reduced levels of DAF-12, EGL-15, and KIN-29. The functions of these proteins can explain some phenotypes observed in ife-4 knockout mutants. These results indicate that translation of a limited subset of mRNAs is dependent on a specific isoform of eIF4E.

Approaches for analyzing the differential activities and functions of eIF4E family members.

The translational initiation factor eIF4E binds to the m(7)G-containing cap of mRNA and participates in recruitment of mRNA to ribosomes for protein synthesis. eIF4E also functions in nucleocytoplasmic transport of mRNA, sequestration of mRNA in a nontranslatable state, and stabilization of mRNA against decay in the cytosol. Multiple eIF4E family members have been identified in a wide range of organisms that includes plants, flies, mammals, frogs, birds, nematodes, fish, and various protists. This chapter reviews methods that have been applied to learn the biochemical properties and physiological functions that differentiate eIF4E family members within a given organism. Much has been learned to date about approaches to discover new eIF4E family members, their in vitro properties (cap binding, stimulation of cell-free translation systems), tissue and developmental expression patterns, protein-binding partners, and their effects on the translation or repression of specific subsets of mRNA. Despite these advances, new eIF4E family members continue to be found and new physiological roles discovered.

Synthesis of anti-reverse cap analogs (ARCAs) and their applications in mRNA translation and stability.

Synthetic capped RNA transcripts produced by in vitro transcription in the presence of m(7)Gp(3)G have found a wide application in studying such processes as mRNA translation, pre-mRNA splicing, mRNA turnover, and intracellular transport of mRNA and snRNA. However, because of the presence of a 3'-OH on both m(7)Guo and Guo moieties of the cap structure, one-third to one-half of the mRNAs contain a cap incorporated in the reverse orientation. The reverse cap structures bind poorly to eIF4E, the cap binding protein, and reduce overall translational efficiency. We therefore replaced the conventional m(7)Gp(3)G cap by "anti-reverse" cap analogs (ARCAs) in which the 3'-OH of m(7)Guo moiety was substituted by 3'-deoxy or 3'-O-methyl groups, leading to m(7)3'dGp(3)G or m(2)(7,3'-O) Gp(3)G, respectively. The class of ARCAs was extended to analogs possessing an O-methyl group or deoxy group at C2' of m(7)Guo. We have also developed a series of ARCAs containing tetra- and pentaphosphates. mRNAs capped with various ARCAs were translated 1.1- to 2.6-fold more efficiently than their counterparts capped with m(7)Gp(3)G in both in vitro and in vivo systems. In a separate series, a methylene group was introduced between the alpha- and beta-, or beta- and gamma-phosphate moieties, leading to m(2)(7,3'-O)Gpp(CH2)pG and m(2)(7,3'-O)Gp(CH2)ppG. These analogs are resistant to cleavage by the decapping enzymes Dcp1/Dcp2 and DcpS, respectively. mRNA transcripts capped with m(2)(7,3'-O)Gpp(CH2)pG were more stable when introduced into cultured mammalian cells. In this chapter, we describe the synthesis of representative ARCAs and their biophysical and biochemical characterization, with emphasis on practical applications in mRNA translation.

Synthetic mRNA: Production, Introduction into Cells, and Physiological Consequences.

Recent advances have made it possible to synthesize mRNA in vitro that is relatively stable when introduced into mammalian cells, has a diminished ability to activate the innate immune response against exogenous (virus-like) RNA, and can be efficiently translated into protein. Synthetic methods have also been developed to produce mRNA with unique investigational properties such as photo-cross-linking, fluorescence emission, and attachment of ligands through click chemistry. Synthetic mRNA has been proven effective in numerous applications beneficial for human health such as immunizing patients against cancer and infections diseases, alleviating diseases by restoring deficient proteins, converting somatic cells to pluripotent stem cells to use in regenerative medicine therapies, and engineering the genome by making specific alterations in DNA. This introductory chapter provides background information relevant to the following 20 chapters of this volume that present protocols for these applications of synthetic mRNA.

Synthetic mRNA with Superior Properties that Mimics the Intracellular Fates of Natural Histone mRNA.

Since DNA and histone levels must be closely balanced for cell survival, histone expressions are highly regulated. The regulation of replication-dependent histone expression is mainly achieved at the mRNA level, as the mRNAs are rapidly removed when DNA replication is inhibited during S-phase. Histone mRNA degradation initiates with addition of multiple uridines (oligouridylation) following the 3' stem-loop (SL) catalyzed by terminal uridyltransferase (TUTase). Previous studies showed that histone mRNA degradation occurs through both 5' → 3' and 3' → 5' processes, but the relative contributions are difficult to dissect due to lack of established protocols. The translational efficiency and stability of synthetic mRNA in both cultured cells and whole animals can be improved by structural modifications at the both 5' and 3' termini. In this chapter, we present methods of utilizing modified cap dinucleotide analogs to block 5' → 3' degradation of a reporter mRNA containing canonical histone mRNA 3' SL and monitoring how oligouridylation and 3' → 5' degradation occur. Protocols are presented for synthesis of reporter mRNA containing the histone 3' SL and modified cap analogs, monitoring mRNA stability and unidirectional degradation either from 5' or 3' termini, and detection of oligo(U) tracts from degradation products by either traditional or deep sequencing.

Application of machine learning and visualization of heterogeneous datasets to uncover relationships between translation and developmental stage expression of C. elegans mRNAs.

The relationships between genes in neighboring clusters in a self-organizing map (SOM) and properties attributed to them are sometimes difficult to discern, especially when heterogeneous datasets are used. We report a novel approach to identify correlations between heterogeneous datasets. One dataset, derived from microarray analysis of polysomal distribution, contained changes in the translational efficiency of Caenorhabditis elegans mRNAs resulting from loss of specific eIF4E isoform. The other dataset contained expression patterns of mRNAs across all developmental stages. Two algorithms were applied to these datasets: a classical scatter plot and an SOM. The outputs were linked using a two-dimensional color scale. This revealed that an mRNA's eIF4E-dependent translational efficiency is strongly dependent on its expression during development. This correlation was not detectable with a traditional one-dimensional color scale.