Integrative analysis of ATAC-seq and RNA-seq for cells infected by human T-cell leukemia virus type 1

Human T-cell leukemia virus type 1 (HTLV-1) causes adult T-cell leukemia (ATL) and HTLV-1-associated myelopathy (HAM) after a long latent period in a fraction of infected individuals. These HTLV-1-infected cells typically have phenotypes similar to that of CD4${^+}$ T cells, but the cell status is not well understood. To extract the inherent information of HTLV-1-infected CD4$^+$ cells, we integratively analyzed the ATAC-seq and RNA-seq data of infected cells. Compared to CD4${^+}$ T cells from healthy donors, we found anomalous chromatin accessibility in HTLV-1-infected CD4${^+}$ cells derived from ATL cases in terms of location and sample-to-sample fluctuations in open chromatin regions. Further, by focusing on systematically selected genes near the open chromatin regions, all the gene expressions in ATL cases were found to be distinct from those of healthy CD4$^+$ T cells. Based on a further analysis of chromatin accessibility, we detected TLL1 (Tolloid Like 1) as one of the key genes that exhibit unique gene expressions in ATL cases. A luciferase assay indicated that TLL1 has a strong regulatory effect on TGF-$\beta$. Overall, this study provides results about the status of HTLV-1 infected cells, which are qualitatively consistent across the different scales of chromatin accessibility, transcription, and immunophenotype.

[1]  C. Bangham HTLV-1 persistence and the oncogenesis of adult T cell leukemia/lymphoma. , 2023, Blood.

[2]  Hiroki Ohta,et al.  Systematic clustering algorithm for chromatin accessibility data and its application to hematopoietic cells , 2020, PLoS Comput. Biol..

[3]  Henry W. Long,et al.  Chromatin accessibility promotes hematopoietic and leukemia stem cell activity , 2020, Nature Communications.

[4]  Mauro A. A. Castro,et al.  The chromatin accessibility landscape of primary human cancers , 2018, Science.

[5]  R. Staversky,et al.  The Chemokine CCL3 Regulates Myeloid Differentiation and Hematopoietic Stem Cell Numbers , 2018, Scientific Reports.

[6]  Jianxin You,et al.  Molecular mechanisms of viral oncogenesis in humans , 2018, Nature Reviews Microbiology.

[7]  K. Uchimaru,et al.  HTLV-1-Mediated Epigenetic Pathway to Adult T-Cell Leukemia–Lymphoma , 2018, Front. Microbiol..

[8]  Marcel H. Schulz,et al.  Identification of transcription factor binding sites using ATAC-seq , 2018, bioRxiv.

[9]  M. Matsuoka,et al.  Human T-cell leukemia virus type 1 infects multiple lineage hematopoietic cells in vivo , 2017, PLoS pathogens.

[10]  Howard Y. Chang,et al.  Chromatin Accessibility Landscape of Cutaneous T Cell Lymphoma and Dynamic Response to HDAC Inhibitors. , 2017, Cancer cell.

[11]  H. Yoshiji,et al.  Genome-Wide Association Study Identifies TLL1 Variant Associated With Development of Hepatocellular Carcinoma After Eradication of Hepatitis C Virus Infection. , 2017, Gastroenterology.

[12]  Toshiki Watanabe Adult T-cell leukemia: molecular basis for clonal expansion and transformation of HTLV-1-infected T cells. , 2017, Blood.

[13]  Howard Y. Chang,et al.  Lineage-specific and single cell chromatin accessibility charts human hematopoiesis and leukemia evolution , 2016, Nature Genetics.

[14]  Satoru Miyano,et al.  Aberrant PD-L1 expression through 3′-UTR disruption in multiple cancers , 2016, Nature.

[15]  S. Ogawa,et al.  [Genetic landscape of adult T-cell leukemia/lymphoma]. , 2016, [Rinsho ketsueki] The Japanese journal of clinical hematology.

[16]  M. Matsuoka,et al.  Multifaceted functions and roles of HBZ in HTLV-1 pathogenesis , 2016, Retrovirology.

[17]  Howard Y. Chang,et al.  Leukemia-Associated Cohesin Mutants Dominantly Enforce Stem Cell Programs and Impair Human Hematopoietic Progenitor Differentiation. , 2015, Cell stem cell.

[18]  H. Aburatani,et al.  Integrated molecular analysis of adult T cell leukemia/lymphoma , 2015, Nature Genetics.

[19]  M. Matsuoka,et al.  HTLV-1 bZIP Factor RNA and Protein Impart Distinct Functions on T-cell Proliferation and Survival. , 2015, Cancer research.

[20]  K. Nakano,et al.  Epigenetic deregulation of Ellis Van Creveld confers robust Hedgehog signaling in adult T-cell leukemia , 2014, Cancer science.

[21]  Howard Y. Chang,et al.  Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin, DNA-binding proteins and nucleosome position , 2013, Nature Methods.

[22]  Stephen P. Luby,et al.  A Strategy To Estimate Unknown Viral Diversity in Mammals , 2013, mBio.

[23]  E. Chen,et al.  Enrichr: interactive and collaborative HTML5 gene list enrichment analysis tool , 2013, BMC Bioinformatics.

[24]  Huanhuan Li,et al.  MicroRNA-155 Modulates Treg and Th17 Cells Differentiation and Th17 Cell Function by Targeting SOCS1 , 2012, PloS one.

[25]  A. Gessain,et al.  Epidemiological Aspects and World Distribution of HTLV-1 Infection , 2012, Front. Microbio..

[26]  Nathan C. Sheffield,et al.  The accessible chromatin landscape of the human genome , 2012, Nature.

[27]  Davis J. McCarthy,et al.  Differential expression analysis of multifactor RNA-Seq experiments with respect to biological variation , 2012, Nucleic acids research.

[28]  S. Henikoff,et al.  Epigenome characterization at single base-pair resolution , 2011, Proceedings of the National Academy of Sciences.

[29]  M. Matsuoka,et al.  HTLV-1 bZIP factor enhances TGF-β signaling through p300 coactivator. , 2011, Blood.

[30]  S. Wilkes,et al.  CD71 is Selectively and Ubiquitously Expressed at High Levels in Erythroid Precursors of All Maturation Stages: A Comparative Immunochemical Study With Glycophorin A and Hemoglobin A , 2011, The American journal of surgical pathology.

[31]  G. Pinkus,et al.  CD71 (transferrin receptor): an effective marker for erythroid precursors in bone marrow biopsy specimens. , 2010, American journal of clinical pathology.

[32]  S. Hopkinson,et al.  Faculty Opinions recommendation of Roles of epithelial cell-derived periostin in TGF-beta activation, collagen production, and collagen gel elasticity in asthma. , 2010 .

[33]  C. Glass,et al.  Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities. , 2010, Molecular cell.

[34]  M. Robinson,et al.  A scaling normalization method for differential expression analysis of RNA-seq data , 2010, Genome Biology.

[35]  Davis J. McCarthy,et al.  edgeR: a Bioconductor package for differential expression analysis of digital gene expression data , 2009, Bioinform..

[36]  Chen Dong,et al.  CCR6 Regulates the Migration of Inflammatory and Regulatory T Cells1 , 2008, The Journal of Immunology.

[37]  Clifford A. Meyer,et al.  Model-based Analysis of ChIP-Seq (MACS) , 2008, Genome Biology.

[38]  K. Kaestner,et al.  The Kruppel‐like factor KLF4 is a critical regulator of monocyte differentiation , 2007, The EMBO journal.

[39]  Kuan-Teh Jeang,et al.  Human T-cell leukaemia virus type 1 (HTLV-1) infectivity and cellular transformation , 2007, Nature Reviews Cancer.

[40]  D. Greenspan,et al.  BMP1 controls TGFβ1 activation via cleavage of latent TGFβ-binding protein , 2006, The Journal of cell biology.

[41]  Jun-ichirou Yasunaga,et al.  HTLV-I basic leucine zipper factor gene mRNA supports proliferation of adult T cell leukemia cells. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[42]  Yoshinori Murakami,et al.  Overexpression of a cell adhesion molecule, TSLC1, as a possible molecular marker for acute-type adult T-cell leukemia. , 2004, Blood.

[43]  J. Isaacs,et al.  Real-time PCR based on SYBR-Green I fluorescence: An alternative to the TaqMan assay for a relative quantification of gene rearrangements, gene amplifications and micro gene deletions , 2003 .

[44]  B. Hogan,et al.  The mammalian Tolloid-like 1 gene, Tll1, is necessary for normal septation and positioning of the heart. , 1999, Development.

[45]  J. Billadello,et al.  Multiple transforming growth factor-beta-inducible elements regulate expression of the plasminogen activator inhibitor type-1 gene in Hep G2 cells. , 1991, The Journal of biological chemistry.

[46]  P Rudge,et al.  In vivo cellular tropism of human T-cell leukemia virus type 1 , 1990, Journal of virology.

[47]  M. Matsuoka,et al.  HTLV-1 bZIP factor suppresses apoptosis by attenuating the function of FoxO3a and altering its localization. , 2014, Cancer research.

[48]  Thomas R. Gingeras,et al.  STAR: ultrafast universal RNA-seq aligner , 2013, Bioinform..

[49]  Retrovirology BioMed Central , 2008 .