The MTR4/hnRNPK complex surveils aberrant polyadenylated RNAs with multiple exons.


Journal

Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555

Informations de publication

Date de publication:
17 Oct 2024
Historique:
received: 11 09 2023
accepted: 21 08 2024
medline: 18 10 2024
pubmed: 18 10 2024
entrez: 17 10 2024
Statut: epublish

Résumé

RNA surveillance systems degrade aberrant RNAs that result from defective transcriptional termination, splicing, and polyadenylation. Defective RNAs in the nucleus are recognized by RNA-binding proteins and MTR4, and are degraded by the RNA exosome complex. Here, we detect aberrant RNAs in MTR4-depleted cells using long-read direct RNA sequencing and 3' sequencing. MTR4 destabilizes intronic polyadenylated transcripts generated by transcriptional read-through over one or more exons, termed 3' eXtended Transcripts (3XTs). MTR4 also associates with hnRNPK, which recognizes 3XTs with multiple exons. Moreover, the aberrant protein translated from KCTD13 3XT is a target of the hnRNPK-MTR4-RNA exosome pathway and forms aberrant condensates, which we name KCTD13 3eXtended Transcript-derived protein (KeXT) bodies. Our results suggest that RNA surveillance in human cells inhibits the formation of condensates of a defective polyadenylated transcript-derived protein.

Identifiants

pubmed: 39419981
doi: 10.1038/s41467-024-51981-8
pii: 10.1038/s41467-024-51981-8
doi:

Substances chimiques

Heterogeneous-Nuclear Ribonucleoprotein K 0
HNRNPK protein, human 146410-60-8
RNA, Messenger 0
RNA-Binding Proteins 0
TENT4B protein, human EC 2.7.7.-
Exosome Multienzyme Ribonuclease Complex EC 3.1.-
Nucleocytoplasmic Transport Proteins 0
RNA Nucleotidyltransferases EC 2.7.7.-

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

8684

Subventions

Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 17KK0163
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 21H04792
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 23H04955
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 21H00243
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 21H02758
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 21K19402
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 22KK0285
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 22K15093
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 22H04925
Organisme : MEXT | Japan Society for the Promotion of Science (JSPS)
ID : 20H00624
Organisme : Japan Agency for Medical Research and Development (AMED)
ID : JP21ae0121049

Informations de copyright

© 2024. The Author(s).

Références

Richard, P. & Manley, J. L. Transcription termination by nuclear RNA polymerases. Genes Dev. 23, 1247–1269 (2009).
doi: 10.1101/gad.1792809 pubmed: 19487567 pmcid: 2763537
Licatalosi, D. D. & Darnell, R. B. RNA processing and its regulation: global insights into biological networks. Nat. Rev. Genet 11, 75–87 (2010).
doi: 10.1038/nrg2673 pubmed: 20019688 pmcid: 3229837
Manning, K. S. & Cooper, T. A. The roles of RNA processing in translating genotype to phenotype. Nat. Rev. Mol. Cell Biol. 18, 102–114 (2017).
doi: 10.1038/nrm.2016.139 pubmed: 27847391
Tian, B. & Manley, J. L. Alternative polyadenylation of mRNA precursors. Nat. Rev. Mol. Cell Biol. 18, 18–30 (2017).
doi: 10.1038/nrm.2016.116 pubmed: 27677860
Gruber, A. J. & Zavolan, M. Alternative cleavage and polyadenylation in health and disease. Nat. Rev. Genet 20, 599–614 (2019).
doi: 10.1038/s41576-019-0145-z pubmed: 31267064
Mitschka, S. & Mayr, C. Context-specific regulation and function of mRNA alternative polyadenylation. Nat. Rev. Mol. Cell Biol. 23, 779–796 (2022).
doi: 10.1038/s41580-022-00507-5 pubmed: 35798852 pmcid: 9261900
Elkon, R., Ugalde, A. P. & Agami, R. Alternative cleavage and polyadenylation: extent, regulation and function. Nat. Rev. Genet 14, 496–506 (2013).
doi: 10.1038/nrg3482 pubmed: 23774734
Tian, B., Pan, Z. & Ju, Y. L. Widespread mRNA polyadenylation events in introns indicate dynamic interplay between polyadenylation and splicing. Genome Res 17, 156–165 (2007).
doi: 10.1101/gr.5532707 pubmed: 17210931 pmcid: 1781347
Li, W. et al. Systematic profiling of poly(A)+ transcripts modulated by core 3’ end processing and splicing factors reveals regulatory rules of alternative cleavage and polyadenylation. PLoS Genet 11, e1005166 (2015).
doi: 10.1371/journal.pgen.1005166 pubmed: 25906188 pmcid: 4407891
Insco, M. L. et al. Oncogenic CDK13 mutations impede nuclear RNA surveillance. Science 380, eabn7625 (2023).
doi: 10.1126/science.abn7625 pubmed: 37079685 pmcid: 10184553
Dubbury, S. J., Boutz, P. L. & Sharp, P. A. CDK12 regulates DNA repair genes by suppressing intronic polyadenylation. Nature 564, 141–145 (2018).
doi: 10.1038/s41586-018-0758-y pubmed: 30487607 pmcid: 6328294
Lee, S. H. et al. Widespread intronic polyadenylation inactivates tumour suppressor genes in leukaemia. Nature 561, 127–131 (2018).
doi: 10.1038/s41586-018-0465-8 pubmed: 30150773 pmcid: 6527314
Jensen, T. H., Jacquier, A. & Libri, D. Dealing with pervasive transcription. Mol. Cell 52, 473–484 (2013).
doi: 10.1016/j.molcel.2013.10.032 pubmed: 24267449
Schmid, M. & Jensen, T. H. Controlling nuclear RNA levels. Nat. Rev. Genet 19, 518–529 (2018).
doi: 10.1038/s41576-018-0013-2 pubmed: 29748575
Kilchert, C., Wittmann, S. & Vasiljeva, L. The regulation and functions of the nuclear RNA exosome complex. Nat. Rev. Mol. Cell Biol. 17, 227–239 (2016).
doi: 10.1038/nrm.2015.15 pubmed: 26726035
Vanacova, S. & Stef, R. The exosome and RNA quality control in the nucleus. EMBO Rep. 8, 651–657 (2007).
doi: 10.1038/sj.embor.7401005 pubmed: 17603538 pmcid: 1905902
Januszyk, K. & Lima, C. D. The eukaryotic RNA exosome. Curr. Opin. Struct. Biol. 24, 132–140 (2014).
doi: 10.1016/j.sbi.2014.01.011 pubmed: 24525139
Schneider, C. & Tollervey, D. Threading the barrel of the RNA exosome. Trends Biochem Sci. 38, 485–493 (2013).
doi: 10.1016/j.tibs.2013.06.013 pubmed: 23910895 pmcid: 3838930
Zinder, J. C. & Lima, C. D. Targeting RNA for processing or destruction by the eukaryotic RNA exosome and its cofactors. Genes Dev. 31, 88–100 (2017).
doi: 10.1101/gad.294769.116 pubmed: 28202538 pmcid: 5322736
Lubas, M. et al. Interaction profiling identifies the human nuclear exosome targeting complex. Mol. Cell 43, 624–637 (2011).
doi: 10.1016/j.molcel.2011.06.028 pubmed: 21855801
Meola, N. et al. Identification of a nuclear exosome decay pathway for processed transcripts. Mol. Cell 64, 520–533 (2016).
doi: 10.1016/j.molcel.2016.09.025 pubmed: 27871484
Tanu, T. et al. hnRNPH1-MTR4 complex-mediated regulation of NEAT1v2 stability is critical for IL8 expression. RNA Biol. 18, 537–547 (2021).
doi: 10.1080/15476286.2021.1971439 pubmed: 34470577 pmcid: 8677034
Ogami, K. et al. An Mtr4/ZFC3H1 complex facilitates turnover of unstable nuclear RNAs to prevent their cytoplasmic transport and global translational repression. Genes Dev. 31, 1257–1271 (2017).
doi: 10.1101/gad.302604.117 pubmed: 28733371 pmcid: 5558927
Kadaba, S. et al. Nuclear surveillance and degradation of hypomodified initiator tRNAMet in S. cerevisiae. Genes Dev. 18, 1227–1240 (2004).
doi: 10.1101/gad.1183804 pubmed: 15145828 pmcid: 420349
Lubas, M. et al. The human nuclear exosome targeting complex is loaded onto newly synthesized RNA to direct early ribonucleolysis. Cell Rep. 10, 178–192 (2015).
doi: 10.1016/j.celrep.2014.12.026 pubmed: 25578728
LaCava, J. et al. RNA degradation by the exosome is promoted by a nuclear polyadenylation complex. Cell 121, 713–724 (2005).
doi: 10.1016/j.cell.2005.04.029 pubmed: 15935758
Wyers, F. et al. Cryptic pol II transcripts are degraded by a nuclear quality control pathway involving a new poly(A) polymerase. Cell 121, 725–737 (2005).
doi: 10.1016/j.cell.2005.04.030 pubmed: 15935759
Kaida, D. et al. U1 snRNP protects pre-mRNAs from premature cleavage and polyadenylation. Nature 468, 664–668 (2010).
doi: 10.1038/nature09479 pubmed: 20881964 pmcid: 2996489
Berg, M. G. et al. U1 snRNP determines mRNA length and regulates isoform expression. Cell 150, 53–64 (2012).
doi: 10.1016/j.cell.2012.05.029 pubmed: 22770214 pmcid: 3412174
Gupta, S., Stamatoyannopoulos, J. A., Bailey, T. L. & Noble, W. S. Quantifying similarity between motifs. Genome Biol. 8, R24 (2007).
doi: 10.1186/gb-2007-8-2-r24 pubmed: 17324271 pmcid: 1852410
Elliott, D. J., Dalgliesh, C., Hysenaj, G. & Ehrmann, I. RBMX family proteins connect the fields of nuclear RNA processing, disease and sex chromosome biology. Int J. Biochem Cell Biol. 108, 1–6 (2019).
doi: 10.1016/j.biocel.2018.12.014 pubmed: 30593955
Brownmiller, T. & Caplen, N. J. The HNRNPF/H RNA binding proteins and disease. Wiley Interdiscip. Rev. RNA 14, e1788 (2023).
doi: 10.1002/wrna.1788 pubmed: 37042074 pmcid: 10523889
Bomsztyk, K., Denisenko, O. & Ostrowski, J. hnRNP K: one protein multiple processes. Bioessays 26, 629–638 (2004).
doi: 10.1002/bies.20048 pubmed: 15170860
Wang, Z. et al. The emerging roles of hnRNPK. J. Cell Physiol. 235, 1995–2008 (2020).
doi: 10.1002/jcp.29186 pubmed: 31538344
Sugimasa, H. et al. Heterogeneous nuclear ribonucleoprotein K upregulates the kinetochore complex component NUF2 and promotes the tumorigenicity of colon cancer cells. Biochem Biophys. Res Commun. 459, 29–35 (2015).
doi: 10.1016/j.bbrc.2015.02.043 pubmed: 25701787
Silla, T., Karadoulama, E., Mąkosa, D., Lubas, M. & Jensen, T. H. The RNA exosome adaptor zfc3h1 functionally competes with nuclear export activity to retain target transcripts. Cell Rep. 23, 2199–2210 (2018).
doi: 10.1016/j.celrep.2018.04.061 pubmed: 29768216 pmcid: 5972229
Rolland, T. et al. A proteome-scale map of the human interactome network. Cell 159, 1212–1226 (2014).
doi: 10.1016/j.cell.2014.10.050 pubmed: 25416956 pmcid: 4266588
Kwiatek, L., Landry-Voyer, A. M., Latour, M., Yague-Sanz, C. & Bachand, F. PABPN1 prevents the nuclear export of an unspliced RNA with a constitutive transport element and controls human gene expression via intron retention. RNA 29, 644–662 (2023).
doi: 10.1261/rna.079294.122 pubmed: 36754576 pmcid: 10158996
Taniue, K. & Akimitsu, N. Aberrant phase separation and cancer. FEBS J. 289, 17–39 (2021).
doi: 10.1111/febs.15765 pubmed: 33583140
Taniue, K. & Akimitsu, N. Fusion genes and RNAs in cancer development. Non-coding RNA 7, 1–14 (2021).
doi: 10.3390/ncrna7010010
Shin, Y. & Brangwynne, C. P. Liquid phase condensation in cell physiology and disease. Science 357, eaaf4382 (2017).
doi: 10.1126/science.aaf4382 pubmed: 28935776
Boeynaems, S. et al. Protein phase separation: a new phase in cell biology. Trends Cell Biol. 28, 420–435 (2018).
doi: 10.1016/j.tcb.2018.02.004 pubmed: 29602697 pmcid: 6034118
Chakravarty, A. K. et al. Biomolecular Condensation: a new phase in cancer research. Cancer Discov. 12, 2031–2043 (2022).
doi: 10.1158/2159-8290.CD-21-1605 pubmed: 35852417 pmcid: 9437557
Haas, B. J. et al. De novo transcript sequence reconstruction from RNA-seq using the Trinity platform for reference generation and analysis. Nat. Protoc. 8, 1494–1512 (2013).
doi: 10.1038/nprot.2013.084 pubmed: 23845962
GitHub - TransDecoder/TransDecoder: TransDecoder source. https://github.com/TransDecoder/TransDecoder .
Lin, Y. et al. Toxic PR poly-dipeptides encoded by the C9orf72 repeat expansion target lc domain polymers. Cell 167, 789–802.e12 (2016).
doi: 10.1016/j.cell.2016.10.003 pubmed: 27768897 pmcid: 5076566
Lubelsky, Y. & Ulitsky, I. Sequences enriched in Alu repeats drive nuclear localization of long RNAs in human cells. Nature 555, 107–111 (2018).
doi: 10.1038/nature25757 pubmed: 29466324 pmcid: 6047738
Pintacuda, G. et al. hnRNPK Recruits PCGF3/5-PRC1 to the Xist RNA B-Repeat to Establish Polycomb-Mediated Chromosomal Silencing. Mol. Cell 68, 955–969.e10 (2017).
doi: 10.1016/j.molcel.2017.11.013 pubmed: 29220657 pmcid: 5735038
Tang, P. et al. Alternative polyadenylation by sequential activation of distal and proximal PolyA sites. Nat. Struct. Mol. Biol. 29, 21–31 (2022).
doi: 10.1038/s41594-021-00709-z pubmed: 35013598
Alfonso-Gonzalez, C. et al. Sites of transcription initiation drive mRNA isoform selection. Cell 186, 2438–2455.e22 (2023).
doi: 10.1016/j.cell.2023.04.012 pubmed: 37178687 pmcid: 10228280
Diag, A., Schilling, M., Klironomos, F., Ayoub, S. & Rajewsky, N. Spatiotemporal m(i)RNA Architecture and 3’ UTR Regulation in the C. elegans Germline. Dev. Cell 47, 785–800.e8 (2018).
doi: 10.1016/j.devcel.2018.10.005 pubmed: 30416012
Agarwal, V., Lopez-Darwin, S., Kelley, D. R. & Shendure, J. The landscape of alternative polyadenylation in single cells of the developing mouse embryo. Nat. Commun. 12, 5101 (2021).
doi: 10.1038/s41467-021-25388-8 pubmed: 34429411 pmcid: 8385098
Patrick, R. et al. Sierra: discovery of differential transcript usage from polyA-captured single-cell RNA-seq data. Genome Biol. 21, 167 (2020).
doi: 10.1186/s13059-020-02071-7 pubmed: 32641141 pmcid: 7341584
Lee, S. et al. Diverse cell-specific patterns of alternative polyadenylation in Drosophila. Nat. Commun. 13, 5372 (2022).
doi: 10.1038/s41467-022-32305-0 pubmed: 36100597 pmcid: 9470587
Boulay, G. et al. Cancer-specific retargeting of BAF complexes by a prion-like domain. Cell 171, 163–178.e19 (2017).
doi: 10.1016/j.cell.2017.07.036 pubmed: 28844694 pmcid: 6791823
Tulpule, A. et al. Kinase-mediated RAS signaling via membraneless cytoplasmic protein granules. Cell 184, 2649–2664.e18 (2021).
doi: 10.1016/j.cell.2021.03.031 pubmed: 33848463 pmcid: 8127962
Zhang, J. Z. et al. Phase separation of a PKA regulatory subunit controls cAMP compartmentation and Oncogenic signaling. Cell 182, 1531–1544.e15 (2020).
doi: 10.1016/j.cell.2020.07.043 pubmed: 32846158 pmcid: 7502557
Patel, A. et al. A Liquid-to-Solid Phase Transition of the ALS Protein FUS Accelerated by Disease Mutation. Cell 162, 1066–1077 (2015).
doi: 10.1016/j.cell.2015.07.047 pubmed: 26317470
Kim, H. J. et al. Mutations in prion-like domains in hnRNPA2B1 and hnRNPA1 cause multisystem proteinopathy and ALS. Nature 495, 467–473 (2013).
doi: 10.1038/nature11922 pubmed: 23455423 pmcid: 3756911
Laffleur, B. & Basu, U. Biology of RNA Surveillance in Development and Disease. Trends Cell Biol. 29, 428–445 (2019).
doi: 10.1016/j.tcb.2019.01.004 pubmed: 30755352 pmcid: 6581522
Wan, J. et al. Mutations in the RNA exosome component gene EXOSC3 cause pontocerebellar hypoplasia and spinal motor neuron degeneration. Nat. Genet 44, 704–708 (2012).
doi: 10.1038/ng.2254 pubmed: 22544365 pmcid: 3366034
Boczonadi, V. et al. EXOSC8 mutations alter mRNA metabolism and cause hypomyelination with spinal muscular atrophy and cerebellar hypoplasia. Nat. Commun. 5, 4287 (2014).
doi: 10.1038/ncomms5287 pubmed: 24989451
Ciarlo, M. et al. Regulation of neuroendocrine differentiation by AKT/hnRNPK/AR/β-catenin signaling in prostate cancer cells. Int J. cancer 131, 582–590 (2012).
doi: 10.1002/ijc.26402 pubmed: 22015967
Yano, M., Okano, H. J. & Okano, H. Involvement of Hu and heterogeneous nuclear ribonucleoprotein K in neuronal differentiation through p21 mRNA post-transcriptional regulation. J. Biol. Chem. 280, 12690–12699 (2005).
doi: 10.1074/jbc.M411119200 pubmed: 15671036
Taniue, K. et al. Long noncoding RNA UPAT promotes colon tumorigenesis by inhibiting degradation of UHRF1. Proc. Natl Acad. Sci. 113, 1273–1278 (2016).
doi: 10.1073/pnas.1500992113 pubmed: 26768845 pmcid: 4747749
Taniue, K. et al. ASBEL –TCF3 complex is required for the tumorigenicity of colorectal cancer cells. Proc. Natl Acad. Sci. 113, 12739–12744 (2016).
doi: 10.1073/pnas.1605938113 pubmed: 27791078 pmcid: 5111701
Taniue, K. et al. LncRNA ZNNT1 induces p53 degradation by interfering with the interaction between p53 and the SART3-USP15 complex. PNAS nexus 2, pgad220 (2023).
doi: 10.1093/pnasnexus/pgad220 pubmed: 37448957 pmcid: 10337854
Frankish, A. et al. GENCODE reference annotation for the human and mouse genomes. Nucleic Acids Res 47, D766–D773 (2019).
doi: 10.1093/nar/gky955 pubmed: 30357393
Tang, A. D. et al. Full-length transcript characterization of SF3B1 mutation in chronic lymphocytic leukemia reveals downregulation of retained introns. Nat. Commun. 11, 1438 (2020).
doi: 10.1038/s41467-020-15171-6 pubmed: 32188845 pmcid: 7080807
Li, H. Minimap2: pairwise alignment for nucleotide sequences. Bioinformatics 34, 3094–3100 (2018).
doi: 10.1093/bioinformatics/bty191 pubmed: 29750242 pmcid: 6137996
Li, H. et al. The sequence alignment/Map format and SAMtools. Bioinformatics 25, 2078–2079 (2009).
doi: 10.1093/bioinformatics/btp352 pubmed: 19505943 pmcid: 2723002
Demario, S., Xu, K., He, K. & Chanfreau, G. F. Nanoblot: an R-package for visualization of RNA isoforms from long-read RNA-sequencing data. RNA 29, 1099–1107 (2023).
doi: 10.1261/rna.079505.122 pubmed: 37137666 pmcid: 10351882
Wang, X. et al. PCBP2 posttranscriptional modifications induce breast cancer progression via upregulation of UFD1 and NT5E. Mol. Cancer Res 19, 86–98 (2021).
doi: 10.1158/1541-7786.MCR-20-0390 pubmed: 33037085
Chen, S., Zhou, Y., Chen, Y. & Gu, J. fastp: an ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 34, i884–i890 (2018).
doi: 10.1093/bioinformatics/bty560 pubmed: 30423086 pmcid: 6129281
Dobin, A. et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics 29, 15–21 (2013).
doi: 10.1093/bioinformatics/bts635 pubmed: 23104886
Li, B. & Dewey, C. N. RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome. BMC Bioinforma. 12, 323 (2011).
doi: 10.1186/1471-2105-12-323
Martin, M. Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet. J. 17, 10–12 (2011).
doi: 10.14806/ej.17.1.200
Liao, Y., Smyth, G. K. & Shi, W. featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics 30, 923–930 (2014).
doi: 10.1093/bioinformatics/btt656 pubmed: 24227677
Bailey, T. L. & Elkan, C. Fitting a mixture model by expectation maximization to discover motifs in biopolymers. Proc. Int Conf. Intell. Syst. Mol. Biol. 2, 28–36 (1994).
pubmed: 7584402
Ray, D. et al. A compendium of RNA-binding motifs for decoding gene regulation. Nature 499, 172–177 (2013).
doi: 10.1038/nature12311 pubmed: 23846655 pmcid: 3929597
Yu, K. et al. dSCOPE: a software to detect sequences critical for liquid-liquid phase separation. Brief. Bioinform 24, bbac550 (2023).
doi: 10.1093/bib/bbac550 pubmed: 36528388
Jumper, J. et al. Highly accurate protein structure prediction with AlphaFold. Nature 596, 583–589 (2021).
doi: 10.1038/s41586-021-03819-2 pubmed: 34265844 pmcid: 8371605
Varadi, M. et al. Alphafold protein structure database: massively expanding the structural coverage of protein-sequence space with high-accuracy models. Nucleic Acids Res 50, D439–D444 (2022).
doi: 10.1093/nar/gkab1061 pubmed: 34791371
Kenzui, T. et al. The MTR4/hnRNPK complex surveils aberrant polyadenylated RNAs with multiple exons. figshare. https://doi.org/10.6084/m9.figshare.26401738 (2024).

Auteurs

Kenzui Taniue (K)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan. kenzui@ric.u-tokyo.ac.jp.
Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka Higashi, Asahikawa, Hokkaido, 078-8510, Japan. kenzui@ric.u-tokyo.ac.jp.

Anzu Sugawara (A)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Chao Zeng (C)

Faculty of Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku-ku, Tokyo, 169-8555, Japan.

Han Han (H)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Xinyue Gao (X)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Yuki Shimoura (Y)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Atsuko Nakanishi Ozeki (AN)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Rena Onoguchi-Mizutani (R)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Masahide Seki (M)

Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8561, Japan.

Yutaka Suzuki (Y)

Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8561, Japan.

Michiaki Hamada (M)

Faculty of Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku-ku, Tokyo, 169-8555, Japan.
AIST-Waseda University Computational Bio Big-Data Open Innovation Laboratory (CBBD-OIL), National Institute of Advanced Industrial Science and Technology (AIST), 3-4-1 Okubo, Shinjuku-ku, Tokyo, 169-8555, Japan.

Nobuyoshi Akimitsu (N)

Isotope Science Center, The University of Tokyo, 2-11-16 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan. akimitsu@ric.u-tokyo.ac.jp.

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