Dynamical gene regulatory networks are tuned by transcriptional autoregulation with microRNA feedback
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作者:
Minchington, Thomas G.
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Univ Manchester, Sch Med Sci, Fac Biol Med & Hlth, Oxford Rd, Manchester M13 9PT, Lancs, EnglandUniv Manchester, Sch Med Sci, Fac Biol Med & Hlth, Oxford Rd, Manchester M13 9PT, Lancs, England
Minchington, Thomas G.
[1
]
Griffiths-Jones, Sam
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Univ Manchester, Fac Biol Med & Hlth, Sch Biol Sci, Oxford Rd, Manchester M13 9PT, Lancs, EnglandUniv Manchester, Sch Med Sci, Fac Biol Med & Hlth, Oxford Rd, Manchester M13 9PT, Lancs, England
Griffiths-Jones, Sam
[2
]
Papalopulu, Nancy
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Univ Manchester, Sch Med Sci, Fac Biol Med & Hlth, Oxford Rd, Manchester M13 9PT, Lancs, EnglandUniv Manchester, Sch Med Sci, Fac Biol Med & Hlth, Oxford Rd, Manchester M13 9PT, Lancs, England
Papalopulu, Nancy
[1
]
机构:
[1] Univ Manchester, Sch Med Sci, Fac Biol Med & Hlth, Oxford Rd, Manchester M13 9PT, Lancs, England
[2] Univ Manchester, Fac Biol Med & Hlth, Sch Biol Sci, Oxford Rd, Manchester M13 9PT, Lancs, England
Concepts from dynamical systems theory, including multi-stability, oscillations, robustness and stochasticity, are critical for understanding gene regulation during cell fate decisions, inflammation and stem cell heterogeneity. However, the prevalence of the structures within gene networks that drive these dynamical behaviours, such as autoregulation or feedback by microRNAs, is unknown. We integrate transcription factor binding site (TFBS) and microRNA target data to generate a gene interaction network across 28 human tissues. This network was analysed for motifs capable of driving dynamical gene expression, including oscillations. Identified autoregulatory motifs involve 56% of transcription factors (TFs) studied. TFs that autoregulate have more interactions with microRNAs than non-autoregulatory genes and 89% of autoregulatory TFs were found in dual feedback motifs with a microRNA. Both autoregulatory and dual feedback motifs were enriched in the network. TFs that autoregulate were highly conserved between tissues. Dual feedback motifs with microRNAs were also conserved between tissues, but less so, and TFs regulate different combinations of microRNAs in a tissue-dependent manner. The study of these motifs highlights ever more genes that have complex regulatory dynamics. These data provide a resource for the identification of TFs which regulate the dynamical properties of human gene expression.
机构:
Michigan State Univ, BEACON Ctr Study Evolut Act, Dept Comp Sci & Engn, E Lansing, MI 48824 USAUniv Toulouse, IRIT, CNRS, UMR5505, Toulouse, France
机构:
MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USAMIT, CSAIL, Cambridge, MA 02139 USA
Marbach, Daniel
Roy, Sushmita
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MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USA
Univ Wisconsin, Madison, WI 53706 USAMIT, CSAIL, Cambridge, MA 02139 USA
Roy, Sushmita
Ay, Ferhat
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MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USA
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
Univ Florida, Gainesville, FL 32611 USAMIT, CSAIL, Cambridge, MA 02139 USA
Ay, Ferhat
Meyer, Patrick E.
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MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USA
Univ Libre Bruxelles, FNRS, Fac Sci, Machine Learning Grp, B-1050 Brussels, BelgiumMIT, CSAIL, Cambridge, MA 02139 USA
Meyer, Patrick E.
Candeias, Rogerio
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机构:
MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USAMIT, CSAIL, Cambridge, MA 02139 USA
Candeias, Rogerio
Kahveci, Tamer
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Univ Florida, Gainesville, FL 32611 USAMIT, CSAIL, Cambridge, MA 02139 USA
Kahveci, Tamer
Bristow, Christopher A.
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机构:
MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USAMIT, CSAIL, Cambridge, MA 02139 USA
Bristow, Christopher A.
Kellis, Manolis
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机构:
MIT, CSAIL, Cambridge, MA 02139 USA
Broad Inst MIT & Harvard, Cambridge, MA 02140 USAMIT, CSAIL, Cambridge, MA 02139 USA