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1.
iScience ; 23(2): 100791, 2020 Feb 21.
Article in English | MEDLINE | ID: mdl-31928967

ABSTRACT

Approximately 90% of pre-clinically validated drugs fail in clinical trials owing to unanticipated clinical outcomes, costing over several hundred million US dollars per drug. Despite such critical importance, translating pre-clinical data to clinical outcomes remain a major challenge. Herein, we designed a modality-independent and unbiased approach to predict clinical outcomes of drugs. The approach exploits their multi-organ transcriptome patterns induced in mice and a unique mouse-transcriptome database "humanized" by machine learning algorithms and human clinical outcome datasets. The cross-validation with small-molecule, antibody, and peptide drugs shows effective and efficient identification of the previously known outcomes of 5,519 adverse events and 11,312 therapeutic indications. In addition, the approach is adaptable to deducing potential molecular mechanisms underlying these outcomes. Furthermore, the approach identifies previously unsuspected repositioning targets. These results, together with the fact that it requires no prior structural or mechanistic information of drugs, illustrate its versatile applications to drug development process.

2.
iScience ; 2: 238-268, 2018 Apr 27.
Article in English | MEDLINE | ID: mdl-30428375

ABSTRACT

Virtually all diseases affect multiple organs. However, our knowledge of the body-wide effects remains limited. Here, we report the body-wide transcriptome landscape across 13-23 organs of mouse models of myocardial infarction, diabetes, kidney diseases, cancer, and pre-mature aging. Using such datasets, we find (1) differential gene expression in diverse organs across all models; (2) skin as a disease-sensor organ represented by disease-specific activities of putative gene-expression network; (3) a bone-skin cross talk mediated by a bone-derived hormone, FGF23, in response to dysregulated phosphate homeostasis, a known risk-factor for kidney diseases; (4) candidates for the signature activities of many more putative inter-organ cross talk for diseases; and (5) a cross-species map illustrating organ-to-organ and model-to-disease relationships between human and mouse. These findings demonstrate the usefulness and the potential of such body-wide datasets encompassing mouse models of diverse disease types as a resource in biological and medical sciences. Furthermore, the findings described herein could be exploited for designing disease diagnosis and treatment.

3.
Biol Open ; 6(11): 1756-1770, 2017 Nov 15.
Article in English | MEDLINE | ID: mdl-28982700

ABSTRACT

The cardiovascular system facilitates body-wide distribution of oxygen, a vital process for the development and survival of virtually all vertebrates. However, the zebrafish, a vertebrate model organism, appears to form organs and survive mid-larval periods without a functional cardiovascular system. Despite such dispensability, it is the first organ to develop. Such enigma prompted us to hypothesize other cardiovascular functions that are important for developmental and/or physiological processes. Hence, systematic cellular ablations and functional perturbations were performed on the zebrafish cardiovascular system to gain comprehensive and body-wide understanding of such functions and to elucidate the underlying mechanisms. This approach identifies a set of organ-specific genes, each implicated for important functions. The study also unveils distinct cardiovascular mechanisms, each differentially regulating their expressions in organ-specific and oxygen-independent manners. Such mechanisms are mediated by organ-vessel interactions, circulation-dependent signals, and circulation-independent beating-heart-derived signals. A comprehensive and body-wide functional landscape of the cardiovascular system reported herein may provide clues as to why it is the first organ to develop. Furthermore, these data could serve as a resource for the study of organ development and function.

4.
Biochem Biophys Res Commun ; 466(3): 388-92, 2015 Oct 23.
Article in English | MEDLINE | ID: mdl-26362187

ABSTRACT

RNA-protein complexes (RNPs) are useful for constructing functional nano-objects because a variety of functional proteins can be displayed on a designed RNA scaffold. Here, we report circular permutations of an RNA-binding protein L7Ae based on the three-dimensional structure information to alter the orientation of the displayed proteins on the RNA scaffold. An electrophoretic mobility shift assay and atomic force microscopy (AFM) analysis revealed that most of the designed circular permutants formed an RNP nano-object. Moreover, the alteration of the enhanced green fluorescent protein (EGFP) orientation was confirmed with AFM by employing EGFP on the L7Ae permutant on the RNA. The results demonstrate that targeted fine-tuning of the stereo-specific fixation of a protein on a protein-binding RNA is feasible by using the circular permutation technique.


Subject(s)
RNA-Binding Proteins/chemistry , Ribosomal Proteins/chemistry , Allosteric Site , Archaeal Proteins/chemistry , Archaeoglobus fulgidus/chemistry , Green Fluorescent Proteins/chemistry , Ligands , Microscopy, Atomic Force , Models, Molecular , Mutation , Nanoparticles/chemistry , Protein Conformation , RNA/chemistry , RNA, Archaeal/chemistry , Signal Transduction
6.
FEBS Lett ; 589(18): 2424-8, 2015 Aug 19.
Article in English | MEDLINE | ID: mdl-26183207

ABSTRACT

Multifunctional molecular complexes are valuable tools with a variety of applications. We have developed an RNA-protein complex (RNP) containing three different proteins attached to the tips of a triangular RNA scaffold. We designed and constructed three RNA strands that specifically bind a ribosomal protein, L7Ae, and that autonomously form a single triangular RNP via RNA kissing loop (KL) interactions. This RNP-based approach can be used as an alternative tool to produce unique, multifunctional molecules with customized dimensions, functions, and targets.


Subject(s)
RNA/chemistry , RNA/metabolism , Ribosomal Proteins/chemistry , Ribosomal Proteins/metabolism , Base Sequence , Models, Molecular , Nucleic Acid Conformation , Protein Binding , RNA/genetics , Substrate Specificity
7.
PLoS One ; 10(3): e0120576, 2015.
Article in English | MEDLINE | ID: mdl-25781936

ABSTRACT

An affinity resin-based pull-down method is convenient for the purification of biochemical materials. However, its use is difficult for the isolation of a molecular complex fully loaded with multiple components from a reaction mixture containing the starting materials and intermediate products. To overcome this problem, we have developed a new purification procedure that depends on sequential elimination of the residues. In practice, two affinity resins were used for purifying a triangular-shaped RNP (RNA-protein complex) consisting of three ribosomal proteins (L7Ae) bound to an RNA scaffold. First, a resin with immobilized L7Ae protein captured the incomplete RNP complexes and the free RNA scaffold. Next, another resin with an immobilized chemically modified RNA of a derivative of Box C/D motif, the binding partner of L7Ae, was used to capture free protein. The complete triangular RNP was successfully purified from the mixture by these two steps. Obviously, the purified triangular RNP displaying three protein-binding peptides exhibited an improved performance when compared with the unrefined product. Conceptually, this purification procedure should be applicable for the purification of a variety of complexes consisting of multiple components other than RNP.


Subject(s)
RNA, Ribosomal/isolation & purification , RNA-Binding Proteins/isolation & purification , Recombinant Proteins/isolation & purification , Ribosomal Proteins/isolation & purification , RNA, Ribosomal/chemistry , RNA-Binding Proteins/chemistry , Recombinant Proteins/chemistry , Ribosomal Proteins/chemistry
8.
PLoS One ; 9(12): e113804, 2014.
Article in English | MEDLINE | ID: mdl-25474311

ABSTRACT

BACKGROUND: A possible increase in thyroid cancer in the young represents the most critical health problem to be considered after the nuclear accident in Fukushima, Japan (March 2011), which is an important lesson from the Chernobyl disaster (April 1986). Although it was reported that childhood thyroid cancer had started to increase 3-5 yr after the Chernobyl accident, we speculate that the actual period of latency might have been shorter than reported, considering the delay in initiating thyroid surveillance in the then Soviet Union and also the lower quality of ultrasonographic testing in the 1980s. Our primary objectives in the present study were to identify any possible thyroid abnormality in young Fukushima citizens at a relatively early timepoint (20-30 months) after the accident, and also to strive to find a possible relationship among thyroid ultrasonographic findings, thyroid-relevant biochemical markers, and iodine-131 ground deposition in the locations of residence where they stayed during very early days after the accident. METHODS AND FINDINGS: This is a cross-sectional study. We targeted the Fukushima residents who were 18 yr old or younger (including fetuses) at the time of the accident. Our examinations comprised a questionnaire, thyroid ultrasonography, thyroid-related blood tests, and urinary iodine measurement. We analyzed a possible relationship among thyroid ultrasonographic findings (1,137 subjects), serum hormonal data (731 subjects), urinary iodine concentrations (770 subjects), and iodine-131 ground deposition (1,137 subjects). We did not find any significant relationship among these indicators, and no participant was diagnosed to contract thyroid cancer. CONCLUSIONS: At the timepoint of 20-30 months after the accident, we did not confirm any discernible deleterious effects of the emitted radioactivity on the thyroid of young Fukushima residents. This is the first report in English detailing the thyroid status of young Fukushima residents after the nuclear disaster.


Subject(s)
Fukushima Nuclear Accident , Thyroid Gland/diagnostic imaging , Adolescent , Antibodies/blood , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Infant , Infant, Newborn , Iodide Peroxidase/immunology , Iodine/urine , Iodine Radioisotopes/chemistry , Male , Soil/chemistry , Surveys and Questionnaires , Thyroglobulin/blood , Thyroglobulin/immunology , Thyroid Neoplasms/diagnosis , Thyrotropin/blood , Thyroxine/blood , Triiodothyronine/blood , Ultrasonography
9.
Sci Rep ; 4: 6422, 2014 Sep 19.
Article in English | MEDLINE | ID: mdl-25234354

ABSTRACT

A human cell surface displays many complex-structured receptors for receiving extracellular signals to regulate cellular functions. The use of precisely regulated signal-controls of the receptors could have possibilities beyond the current synthetic biology research that begins with the transfection of exogenous molecules to rewire intracellular circuits. However, by using a current ligand-receptor technique, the configuration of the artificially assembled cell surface molecules has been undefined because the assemblage is an unsystematic molecular clustering. Thus, the system bears improvements for precisely regulating receptor functions. We report here a new tool that refines stereochemically-controlled positioning of an assembled surface receptor. The tool performs rationally as an ON/OFF switch and is finely tunable so that a 3 to 6 nm size difference of the device precisely distinguishes the efficiency of apoptosis induced via cell-surface receptor binding. We discuss the potential use of the device in next-generation synthetic biology and in cell surface studies.


Subject(s)
Multiprotein Complexes/genetics , RNA/genetics , Receptors, Cell Surface/genetics , Apoptosis/genetics , Humans , Multiprotein Complexes/chemistry , Particle Size , Protein Binding , RNA/chemistry , RNA-Binding Proteins/chemistry , RNA-Binding Proteins/genetics , Receptors, Cell Surface/chemistry , Signal Transduction , Synthetic Biology
10.
EMBO J ; 30(19): 3994-4005, 2011 Aug 05.
Article in English | MEDLINE | ID: mdl-21822216

ABSTRACT

During polyadenylation, the multi-functional protein nucleophosmin (NPM1) is deposited onto all cellular mRNAs analysed to date. Premature termination of poly(A) tail synthesis in the presence of cordycepin abrogates deposition of the protein onto the mRNA, indicating natural termination of poly(A) addition is required for NPM1 binding. NPM1 appears to be a bona fide member of the complex involved in 3' end processing as it is associated with the AAUAAA-binding CPSF factor and can be co-immunoprecipitated with other polyadenylation factors. Furthermore, reduction in the levels of NPM1 results in hyperadenylation of mRNAs, consistent with alterations in poly(A) tail chain termination. Finally, knockdown of NPM1 results in retention of poly(A)(+) RNAs in the cell nucleus, indicating that NPM1 influences mRNA export. Collectively, these data suggest that NPM1 has an important role in poly(A) tail length determination and may help network 3' end processing with other aspects of nuclear mRNA maturation.


Subject(s)
Nuclear Proteins/metabolism , Poly A/genetics , RNA, Messenger/metabolism , mRNA Cleavage and Polyadenylation Factors/metabolism , Cell Line , Cell Nucleus/metabolism , HeLa Cells , Humans , Jurkat Cells , Nucleophosmin , Plasmids/metabolism , Polyadenylation , Saccharomyces cerevisiae/metabolism , Signal Transduction , Transfection
11.
PLoS Negl Trop Dis ; 4(10): e856, 2010 Oct 26.
Article in English | MEDLINE | ID: mdl-21049065

ABSTRACT

Mosquitoes rely on RNA interference (RNAi) as their primary defense against viral infections. To this end, the combination of RNAi and invertebrate cell culture systems has become an invaluable tool in studying virus-vector interactions. Nevertheless, a recent study failed to detect an active RNAi response to West Nile virus (WNV) infection in C6/36 (Aedes albopictus) cells, a mosquito cell line frequently used to study arthropod-borne viruses (arboviruses). Therefore, we sought to determine if WNV actively evades the host's RNAi response or if C6/36 cells have a dysfunctional RNAi pathway. C6/36 and Drosophila melanogaster S2 cells were infected with WNV (Flaviviridae), Sindbis virus (SINV, Togaviridae) and La Crosse virus (LACV, Bunyaviridae) and total RNA recovered from cell lysates. Small RNA (sRNA) libraries were constructed and subjected to high-throughput sequencing. In S2 cells, virus-derived small interfering RNAs (viRNAs) from all three viruses were predominantly 21 nt in length, a hallmark of the RNAi pathway. However, in C6/36 cells, viRNAs were primarily 17 nt in length from WNV infected cells and 26-27 nt in length in SINV and LACV infected cells. Furthermore, the origin (positive or negative viral strand) and distribution (position along viral genome) of S2 cell generated viRNA populations was consistent with previously published studies, but the profile of sRNAs isolated from C6/36 cells was altered. In total, these results suggest that C6/36 cells lack a functional antiviral RNAi response. These findings are analogous to the type-I interferon deficiency described in Vero (African green monkey kidney) cells and suggest that C6/36 cells may fail to accurately model mosquito-arbovirus interactions at the molecular level.


Subject(s)
Aedes/virology , Host-Pathogen Interactions , La Crosse virus/immunology , RNA Interference , Sindbis Virus/immunology , West Nile virus/immunology , Aedes/immunology , Animals , Cell Line , Expressed Sequence Tags , Gene Expression Profiling , La Crosse virus/growth & development , Sequence Analysis, DNA , Sindbis Virus/growth & development , West Nile virus/growth & development
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