Dissecting tRNA-derived fragment complexities using personalized transcriptomes reveals novel fragment classes and unexpected dependencies

We analyzed transcriptomic data from 452 healthy men and women representing five different human populations and two races, and, 311 breast cancer samples from The Cancer Genome Atlas. Our studies revealed numerous constitutive, distinct fragments with overlapping sequences and quantized lengths that persist across dozens of individuals and arise from the genomic loci of all nuclear and mitochondrial human transfer RNAs (tRNAs). Surprisingly, we discovered that the tRNA fragments' length, starting and ending points, and relative abundance depend on gender, population, race and also on amino acid identity, anticodon, genomic locus, tissue, disease, and disease subtype. Moreover, the length distribution of mitochondrially-encoded tRNAs differs from that of nuclearly-encoded tRNAs, and the specifics of these distributions depend on tissue. Notably, tRNA fragments from the same anticodon do not have correlated abundances. We also report on a novel category of tRNA fragments that significantly contribute to the differences we observe across tissues, genders, populations, and races: these fragments, referred to as i-tRFs, are abundant in human tissues, wholly internal to the respective mature tRNA, and can straddle the anticodon. HITS-CLIP data analysis revealed that tRNA fragments are loaded on Argonaute in a cell-dependent manner, suggesting cell-dependent functional roles through the RNA interference pathway. We validated experimentally two i-tRF molecules: the first was found in 21 of 22 tested breast tumor and adjacent normal samples and was differentially abundant between health and disease whereas the second was found in all eight tested breast cancer cell lines.

[1]  Xing Qiu,et al.  The impact of quantile and rank normalization procedures on the testing power of gene differential expression analysis , 2013, BMC Bioinformatics.

[2]  Aleix Prat Aparicio Comprehensive molecular portraits of human breast tumours , 2012 .

[3]  A. Sandelin,et al.  Hidden layers of human small RNAs , 2008, BMC Genomics.

[4]  N. Polacek,et al.  Slicing tRNAs to boost functional ncRNA diversity , 2013, RNA biology.

[5]  Steven P Gygi,et al.  Angiogenin-induced tRNA fragments inhibit translation initiation. , 2011, Molecular cell.

[6]  Mehmet Toner,et al.  Multifunctional Encoded Particles for High-Throughput Biomolecule Analysis , 2007, Science.

[7]  N. Polacek,et al.  tRNA-Derived Fragments Target the Ribosome and Function as Regulatory Non-Coding RNA in Haloferax volcanii , 2012, Archaea.

[8]  A. Malhotra,et al.  A novel class of small RNAs: tRNA-derived RNA fragments (tRFs). , 2009, Genes & development.

[9]  T. Pan,et al.  Genome-wide Identification and Quantitative Analysis of Cleaved tRNA Fragments Induced by Cellular Stress* , 2012, The Journal of Biological Chemistry.

[10]  R. Tibshirani,et al.  Significance analysis of microarrays applied to the ionizing radiation response , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[11]  Gaston Sanchez,et al.  Tools of the Trade for Discriminant Analysis , 2013 .

[12]  Yuan Chang,et al.  Extensive terminal and asymmetric processing of small RNAs from rRNAs, snoRNAs, snRNAs, and tRNAs , 2012, Nucleic acids research.

[13]  Patricia P. Chan,et al.  GtRNAdb: a database of transfer RNA genes detected in genomic sequence , 2008, Nucleic Acids Res..

[14]  Hui Zhou,et al.  Stress-induced tRNA-derived RNAs: a novel class of small RNAs in the primitive eukaryote Giardia lamblia , 2008, Nucleic acids research.

[15]  Megumi Shigematsu,et al.  Transfer RNA as a source of small functional RNA. , 2014, Journal of molecular biology and molecular imaging.

[16]  S. S. Ajay,et al.  Identification and functional characterization of tRNA-derived RNA fragments (tRFs) in respiratory syncytial virus infection. , 2013, Molecular therapy : the journal of the American Society of Gene Therapy.

[17]  A. Levine,et al.  Genomic Complexity: A Call to Action , 2014, Science Translational Medicine.

[18]  C. Francklyn,et al.  Transfer RNA and human disease , 2014, Front. Genet..

[19]  C. Sander,et al.  Genome-wide analysis of non-coding regulatory mutations in cancer , 2014, Nature Genetics.

[20]  S. Le,et al.  Pyrosequencing of small non-coding RNAs in HIV-1 infected cells: evidence for the processing of a viral-cellular double-stranded RNA hybrid , 2009, Nucleic acids research.

[21]  C. Shaw,et al.  The human platelet: strong transcriptome correlations among individuals associate weakly with the platelet proteome , 2014, Biology Direct.

[22]  Jay R. Hesselberth,et al.  HITS-CLIP reveals key regulators of nuclear receptor signaling in breast cancer , 2014, Breast Cancer Research and Treatment.

[23]  Thean-Hock Tang,et al.  Biases in small RNA deep sequencing data , 2013, Nucleic acids research.

[24]  J. Tyner Functional Genomics for Personalized Cancer Therapy , 2014, Science Translational Medicine.

[25]  Yidan Qin,et al.  Broad and adaptable RNA structure recognition by the human interferon-induced tetratricopeptide repeat protein IFIT5 , 2014, Proceedings of the National Academy of Sciences.

[26]  G. Hajnóczky,et al.  Mitochondrial calcium signalling and cell death: approaches for assessing the role of mitochondrial Ca2+ uptake in apoptosis. , 2006, Cell calcium.

[27]  Pankaj Kumar,et al.  tRFdb: a database for transfer RNA fragments , 2014, Nucleic Acids Res..

[28]  C. Caldas,et al.  Triple negative breast cancers: clinical and prognostic implications. , 2009, European journal of cancer.

[29]  Aristeidis G Telonis,et al.  Mitochondrial tRNA-lookalikes in nuclear chromosomes: Could they be functional? , 2015, RNA biology.

[30]  G. Hutvagner,et al.  Small RNAs derived from the 5′ end of tRNA can inhibit protein translation in human cells , 2013, RNA biology.

[31]  G. Hutvagner,et al.  Transfer RNA‐derived fragments: origins, processing, and functions , 2011, Wiley interdisciplinary reviews. RNA.

[32]  W. Martin,et al.  Evolutionary biology: Essence of mitochondria , 2003, Nature.

[33]  T. Pan,et al.  tRNA over-expression in breast cancer and functional consequences , 2009, Nucleic acids research.

[34]  C. Klinge,et al.  Estrogenic control of mitochondrial function and biogenesis , 2008, Journal of cellular biochemistry.

[35]  Phillipe Loher,et al.  Nuclear and mitochondrial tRNA-lookalikes in the human genome , 2014, Front. Genet..

[36]  Yi Tie,et al.  Stress induces tRNA cleavage by angiogenin in mammalian cells , 2009, FEBS letters.

[37]  Jernej Ule,et al.  Aberrant methylation of tRNAs links cellular stress to neuro-developmental disorders , 2014, The EMBO journal.

[38]  Patrick S Doyle,et al.  Rapid microRNA profiling on encoded gel microparticles. , 2011, Angewandte Chemie.

[39]  Robert Blelloch,et al.  Mouse ES cells express endogenous shRNAs, siRNAs, and other Microprocessor-independent, Dicer-dependent small RNAs. , 2008, Genes & development.

[40]  David I. K. Martin,et al.  5′ tRNA halves are present as abundant complexes in serum, concentrated in blood cells, and modulated by aging and calorie restriction , 2013, BMC Genomics.

[41]  M. Barker,et al.  Partial least squares for discrimination , 2003 .

[42]  H. McBride,et al.  Mitochondria: More Than Just a Powerhouse , 2006, Current Biology.

[43]  Fedor V. Karginov,et al.  Developmentally regulated cleavage of tRNAs in the bacterium Streptomyces coelicolor , 2007, Nucleic acids research.

[44]  Jeanette J McCarthy,et al.  Genomic Medicine: A Decade of Successes, Challenges, and Opportunities , 2013, Science Translational Medicine.

[45]  Pavel Ivanov,et al.  Angiogenin-induced tRNA-derived Stress-induced RNAs Promote Stress-induced Stress Granule Assembly* , 2010, The Journal of Biological Chemistry.

[46]  Jigisha P. Thakkar,et al.  A review of an unfavorable subset of breast cancer: estrogen receptor positive progesterone receptor negative. , 2011, The oncologist.

[47]  R. Parker,et al.  The RNase Rny1p cleaves tRNAs and promotes cell death during oxidative stress in Saccharomyces cerevisiae , 2009, The Journal of cell biology.

[48]  L. Mariani,et al.  Triple positive breast cancer: a distinct subtype? , 2015, Cancer treatment reviews.

[49]  Phillipe Loher,et al.  IsomiR expression profiles in human lymphoblastoid cell lines exhibit population and gender dependencies , 2014, Oncotarget.

[50]  Y. Kirino,et al.  Dumbbell-PCR: a method to quantify specific small RNA variants with a single nucleotide resolution at terminal sequences , 2015, Nucleic acids research.

[51]  Steven J. M. Jones,et al.  Comprehensive molecular portraits of human breast tumors , 2012, Nature.

[52]  Thomas D. Schmittgen,et al.  Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. , 2001, Methods.

[53]  Aristotelis Tsirigos,et al.  Short blocks from the noncoding parts of the human genome have instances within nearly all known genes and relate to biological processes. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[54]  T. Speed,et al.  A Tetrahymena Piwi bound to mature tRNA 3' fragments activates the exonuclease Xrn2 for RNA processing in the nucleus. , 2012, Molecular cell.

[55]  Jeroen F. J. Laros,et al.  Reproducibility of high-throughput mRNA and small RNA sequencing across laboratories , 2013, Nature Biotechnology.

[56]  Pamela J Green,et al.  tRNA cleavage is a conserved response to oxidative stress in eukaryotes. , 2008, RNA.

[57]  S. Yamasaki,et al.  Angiogenin cleaves tRNA and promotes stress-induced translational repression , 2009, The Journal of cell biology.

[58]  Yoshihide Hayashizaki,et al.  Deep-sequencing of human Argonaute-associated small RNAs provides insight into miRNA sorting and reveals Argonaute association with RNA fragments of diverse origin , 2011, RNA biology.

[59]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[60]  Steven J. M. Jones,et al.  Comprehensive molecular portraits of human breast tumours , 2013 .

[61]  M. Ibba,et al.  tRNAs as regulators of biological processes , 2014, Front. Genet..

[62]  P. Lawrence,et al.  Genes in development , 1977, Nature.

[63]  M. Jett,et al.  Metastatic progression and gene expression between breast cancer cell lines from African American and Caucasian women , 2007, Journal of carcinogenesis.

[64]  Pedro G. Ferreira,et al.  Transcriptome and genome sequencing uncovers functional variation in humans , 2013, Nature.

[65]  Z. Mourelatos,et al.  Human mitochondrial tRNAMet is exported to the cytoplasm and associates with the Argonaute 2 protein. , 2005, RNA.

[66]  G. Barton,et al.  Filtering of deep sequencing data reveals the existence of abundant Dicer-dependent small RNAs derived from tRNAs. , 2009, RNA.

[67]  Andrea Califano,et al.  tRNA-derived microRNA modulates proliferation and the DNA damage response and is down-regulated in B cell lymphoma , 2013, Proceedings of the National Academy of Sciences.

[68]  Tim R. Mercer,et al.  The Human Mitochondrial Transcriptome , 2011, Cell.

[69]  R. Parker,et al.  Stressing Out over tRNA Cleavage , 2009, Cell.

[70]  P. Muti,et al.  Tumor suppressor microRNAs: A novel non‐coding alliance against cancer , 2014, FEBS letters.

[71]  D. Green Apoptotic Pathways The Roads to Ruin , 1998, Cell.

[72]  J. Yong,et al.  tRNA binds to cytochrome c and inhibits caspase activation. , 2010, Molecular cell.

[73]  T. Tuller The Effect of Dysregulation of tRNA Genes and Translation Efficiency Mutations in Cancer and Neurodegeneration , 2012, Front. Gene..

[74]  S. Rybak,et al.  Base cleavage specificity of angiogenin with Saccharomyces cerevisiae and Escherichia coli 5S RNAs. , 1988, Biochemistry.

[75]  K. Collins,et al.  Starvation-induced Cleavage of the tRNA Anticodon Loop in Tetrahymena thermophila* , 2005, Journal of Biological Chemistry.

[76]  Phillipe Loher,et al.  Argonaute CLIP-Seq reveals miRNA targetome diversity across tissue types , 2014, Scientific Reports.

[77]  Jordan Anaya,et al.  Meta-analysis of tRNA derived RNA fragments reveals that they are evolutionarily conserved and associate with AGO proteins to recognize specific RNA targets , 2014, BMC Biology.

[78]  D. Haussecker,et al.  Human tRNA-derived small RNAs in the global regulation of RNA silencing. , 2010, RNA.

[79]  V. Seewaldt,et al.  Triple-negative breast cancer in African-American women: disparities versus biology , 2015, Nature Reviews Cancer.