Background: Recent studies have suggested that combinations of multiple epigenetic modifications are essential for controlling gene expression. Despite numerous computational approaches have been developed to decipher the combinatorial epigenetic patterns or "epigenetic code", none of them has explicitly addressed the relationship between a specific transcription factor (TF) and the patterns. Methods: Here, we developed a novel computational method, T-cep, for annotating chromatin states associated with a specific TF. T-cep is composed of three key consecutive modules: (i) Data preprocessing, (ii) HMM training, and (iii) Potential TF-states calling. Results: We evaluated T-cep on a TCF7L2-omics data. Unexpectedly, our method has uncovered a novel set of TCF7L2-regulated intragenic enhancers missed by other software tools, where the associated genes exert the highest gene expression. We further used siRNA knockdown, Co-transfection, RT-qPCR and Luciferase Reporter Assay not only to validate the accuracy and efficiency of prediction by T-cep, but also to confirm the functionality of TCF7L2-regulated enhancers in both MCF7 and PANC1 cells respectively. Conclusions: Our study for the first time at a genome-wide scale reveals the enhanced transcriptional activity of cell-type-specific TCF7L2 intragenic enhancers in regulating gene expression.
机构:
Childrens Hosp Philadelphia, Div Human Genet, Philadelphia, PA 19104 USAAbramson Res Ctr, Philadelphia, PA 19104 USA
Zhao, J.
Schug, J.
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Univ Penn, Sch Med, Inst Diabet Obes & Metab, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Dept Genet, Philadelphia, PA 19104 USAAbramson Res Ctr, Philadelphia, PA 19104 USA
Schug, J.
Li, M.
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机构:
Univ Penn, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USAAbramson Res Ctr, Philadelphia, PA 19104 USA
Li, M.
Kaestner, K. H.
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机构:
Univ Penn, Sch Med, Inst Diabet Obes & Metab, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Dept Genet, Philadelphia, PA 19104 USAAbramson Res Ctr, Philadelphia, PA 19104 USA
Kaestner, K. H.
Grant, S. F. A.
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机构:
Abramson Res Ctr, Philadelphia, PA 19104 USA
Childrens Hosp Philadelphia, Div Human Genet, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Inst Diabet Obes & Metab, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Dept Genet, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Dept Pediat, Philadelphia, PA 19104 USAAbramson Res Ctr, Philadelphia, PA 19104 USA
机构:
Univ N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Yan, Yu
Klein, Ronald
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机构:
Univ Wisconsin, Dept Ophthalmol & Visual Sci, Madison, WI USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Klein, Ronald
Heiss, Gerardo
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Univ N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Heiss, Gerardo
Girman, Cynthia J.
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Univ N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Merck Res Labs, Dept Epidemiol, West Point, PA USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Girman, Cynthia J.
Lange, Ethan M.
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机构:
Univ N Carolina, Dept Genet, Chapel Hill, NC USA
Univ N Carolina, Carolina Ctr Genome Sci, Chapel Hill, NC USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Lange, Ethan M.
Klein, Barbara E.
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Univ Wisconsin, Dept Ophthalmol & Visual Sci, Madison, WI USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Klein, Barbara E.
Rose, Kathryn M.
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Univ N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Rose, Kathryn M.
Boerwinkle, Eric
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机构:
Univ Texas Hlth Sci Ctr, Ctr Human Genet, Houston, TX USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Boerwinkle, Eric
Pankow, James S.
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机构:
Univ Minnesota, Div Epidemiol & Community Hlth, Minneapolis, MN USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Pankow, James S.
Brancati, Frederick L.
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机构:
Johns Hopkins Univ, Dept Med, Baltimore, MD USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Brancati, Frederick L.
Ballantyne, Christie M.
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机构:
Baylor Coll Med, Dept Med Atherosclerosis & Vasc Med, Houston, TX 77030 USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Ballantyne, Christie M.
Koettgen, Anna
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机构:Univ N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Koettgen, Anna
North, Kari E.
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机构:
Univ N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA
Univ N Carolina, Carolina Ctr Genome Sci, Chapel Hill, NC USAUniv N Carolina, Dept Epidemiol, Chapel Hill, NC 27515 USA