Cited by 235Genomics and Chromatin DynamicsDevelopmental Biology and Gene RegulationGene Regulatory Network Analysis

Shadow Enhancers Are Pervasive Features of Developmental Regulatory Networks

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Cannavò, Enrico, Khoueiry, Pierre, Garfield, David A., Geeleher, Paul, Zichner, Thomas, Gustafson, E. Hilary, Ciglar, Lucia, Korbel, Jan O. +1 more·2016·Current Biology

Abstract

Embryogenesis is remarkably robust to segregating mutations and environmental variation; under a range of conditions, embryos of a given species develop into stereotypically patterned organisms. Such robustness is thought to be conferred, in part, through elements within regulatory networks that perform similar, redundant tasks. Redundant enhancers (or "shadow" enhancers), for example, can confer precision and robustness to gene expression, at least at individual, well-studied loci. However, the extent to which enhancer redundancy exists and can thereby have a major impact on developmental robustness remains unknown. Here, we systematically assessed this, identifying over 1,000 predicted shadow enhancers during Drosophila mesoderm development. The activity of 23 elements, associated with five genes, was examined in transgenic embryos, while natural structural variation among individuals was used to assess their ability to buffer against genetic variation. Our results reveal three clear properties of enhancer redundancy within developmental systems. First, it is much more pervasive than previously anticipated, with 64% of loci examined having shadow enhancers. Their spatial redundancy is often partial in nature, while the non-overlapping function may explain why these enhancers are maintained within a population. Second, over 70% of loci do not follow the simple situation of having only two shadow enhancers-often there are three (rols), four (CadN and ade5), or five (Traf1), at least one of which can be deleted with no obvious phenotypic effects. Third, although shadow enhancers can buffer variation, patterns of segregating variation suggest that they play a more complex role in development than generally considered.

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  • Sub-additivity may underlie some cases of functional enhancer redundancy, such as for Drosophila shadow enhancers that can back up important developmental enhancers and enable them to accumulate deleterious mutations.

    “Sub-additivity may also underlie some cases of functional enhancer redundancy, such as for Drosophila “shadow enhancers” that can “back up” important developmental enhancers and enable them to accumulate deleterious mutations [520–522].”

    From Transcriptional enhancers and their communication with gene promoters (2021) · cites this paper as [522]

    The Results section (“Shadow Enhancers Can Buffer the Effects of Natural Sequence Variation”; page unavailable) says redundant enhancers can compensate for mutations that disable a partner, supporting the backup role. Our copy does not link that role to sub-additivity or establish that backup enables important developmental enhancers to accumulate deleterious mutations; the Discussion (“How Are Redundant Enhancers Maintained during Evolution?”; page unavailable) instead reports no support for a related hypothesis that shadow enhancers accumulate mutations under relaxed constraint. (LLM, conf=0.84)

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  1. [1]Degenhardt K.R. Milewski R.C. Padmanabhan A. Miller M. Singh M.K. Lang D. Engleka K.A. Wu M. Li J. Zhou D. Distinct enhancers at the Pax3 locus can function redundantly to regulate neural tube and neural crest expressions Dev. Biol. 339 2010 519 527 20045680 PMC2830354
  2. [3]Frankel N. Davis G.K. Vargas D. Wang S. Payre F. Stern D.L. Phenotypic robustness conferred by apparently redundant transcriptional enhancers Nature 466 2010 490 493 20512118 PMC2909378
  3. [4]Montavon T. Soshnikova N. Mascrez B. Joye E. Thevenet L. Splinter E. de Laat W. Spitz F. Duboule D. A regulatory archipelago controls Hox genes transcription in digits Cell 147 2011 1132 1145 22118467
  4. [5]Perry M.W. Boettiger A.N. Bothma J.P. Levine M. Shadow enhancers foster robustness of Drosophila gastrulation Curr. Biol. 20 2010 1562 1567 20797865 PMC4257487
  5. [6]Perry M.W. Bothma J.P. Luu R.D. Levine M. Precision of hunchback expression in the Drosophila embryo Curr. Biol. 22 2012 2247 2252 23122844 PMC4257490
  6. [7]Perry M.W. Boettiger A.N. Levine M. Multiple enhancers ensure precision of gap gene-expression patterns in the Drosophila embryo Proc. Natl. Acad. Sci. USA 108 2011 13570 13575 21825127 PMC3158186
  7. [9]Xiong N. Kang C. Raulet D.H. Redundant and unique roles of two enhancer elements in the TCRgamma locus in gene regulation and gammadelta T cell development Immunity 16 2002 453 463 11911829
  8. [10]Eldar A. Shilo B.-Z. Barkai N. Elucidating mechanisms underlying robustness of morphogen gradients Curr. Opin. Genet. Dev. 14 2004 435 439 15261661
  9. [11]Eldar A. Dorfman R. Weiss D. Ashe H. Shilo B.-Z. Barkai N. Robustness of the BMP morphogen gradient in Drosophila embryonic patterning Nature 419 2002 304 308 12239569
  10. [12]Barrière A. Gordon K.L. Ruvinsky I. Distinct functional constraints partition sequence conservation in a cis-regulatory element PLoS Genet. 7 2011 e1002095 21655084 PMC3107193
  11. [13]Boettiger A.N. Levine M. Synchronous and stochastic patterns of gene activation in the Drosophila embryo Science 325 2009 471 473 19628867 PMC4280267
  12. [14]Levine M. Paused RNA polymerase II as a developmental checkpoint Cell 145 2011 502 511 21565610 PMC4257488
  13. [16]Gertz J. Siggia E.D. Cohen B.A. Analysis of combinatorial cis-regulation in synthetic and genomic promoters Nature 457 2009 215 218 19029883 PMC2677908
  14. [17]Shultzaberger R.K. Malashock D.S. Kirsch J.F. Eisen M.B. The fitness landscapes of cis-acting binding sites in different promoter and environmental contexts PLoS Genet. 6 2010 e1001042 20686658 PMC2912393
  15. [18]Guet C.C. Elowitz M.B. Hsing W. Leibler S. Combinatorial synthesis of genetic networks Science 296 2002 1466 1470 12029133
  16. [19]Arias A.M. Hayward P. Filtering transcriptional noise during development: concepts and mechanisms Nat. Rev. Genet. 7 2006 34 44 16369570
  17. [20]Jaeger J. Surkova S. Blagov M. Janssens H. Kosman D. Kozlov K.N. Manu Myasnikova E. Vanario-Alonso C.E. Samsonova M. Dynamic control of positional information in the early Drosophila embryo Nature 430 2004 368 371 15254541
  18. [21]Manu S. Surkova S. Spirov A.V. Gursky V.V. Janssens H. Kim A.R. Radulescu O. Vanario-Alonso C.E. Sharp D.H. Samsonova M. Reinitz J. Canalization of gene expression in the Drosophila blastoderm by gap gene cross regulation PLoS Biol. 7 2009 e1000049 19750121 PMC2653557
  19. [22]Wunderlich Z. Bragdon M.D. Eckenrode K.B. Lydiard-Martin T. Pearl-Waserman S. DePace A.H. Dissecting sources of quantitative gene expression pattern divergence between Drosophila species Mol. Syst. Biol. 8 2012 604 22893002 PMC3435502
  20. [23]Wagner A. Distributed robustness versus redundancy as causes of mutational robustness BioEssays 27 2005 176 188 15666345
  21. [24]Frankel N. Erezyilmaz D.F. McGregor A.P. Wang S. Payre F. Stern D.L. Morphological evolution caused by many subtle-effect substitutions in regulatory DNA Nature 474 2011 598 603 21720363 PMC3170772
  22. [25]Bomblies K. Dagenais N. Weigel D. Redundant enhancers mediate transcriptional repression of AGAMOUS by APETALA2 Dev. Biol. 216 1999 260 264 10588876
  23. [26]Dunipace L. Ozdemir A. Stathopoulos A. Complex interactions between cis-regulatory modules in native conformation are critical for Drosophila snail expression Development 138 2011 4075 4084 21813571 PMC3160101
  24. [27]Dunipace L. Saunders A. Ashe H.L. Stathopoulos A. Autoregulatory feedback controls sequential action of cis-regulatory modules at the brinker locus Dev. Cell 26 2013 536 543 24044892 PMC3782659
  25. [28]Lam D.D. de Souza F.S.J. Nasif S. Yamashita M. López-Leal R. Otero-Corchon V. Meece K. Sampath H. Mercer A.J. Wardlaw S.L. Partially redundant enhancers cooperatively maintain Mammalian pomc expression above a critical functional threshold PLoS Genet. 11 2015 e1004935 25671638 PMC4335486
  26. [29]Metzger B.P.H. Yuan D.C. Gruber J.D. Duveau F. Wittkopp P.J. Selection on noise constrains variation in a eukaryotic promoter Nature 521 2015 344 347 25778704 PMC4455047
  27. [30]Jiménez-Delgado S. Pascual-Anaya J. Garcia-Fernàndez J. Implications of duplicated cis-regulatory elements in the evolution of metazoans: the DDI model or how simplicity begets novelty Brief. Funct. Genomics Proteomics 8 2009 266 275 19651705
  28. [31]Cande J. Goltsev Y. Levine M.S. Conservation of enhancer location in divergent insects Proc. Natl. Acad. Sci. USA 106 2009 14414 14419 19666595 PMC2732830
  29. [32]Kvon E.Z. Kazmar T. Stampfel G. Yáñez-Cuna J.O. Pagani M. Schernhuber K. Dickson B.J. Stark A. Genome-scale functional characterization of Drosophila developmental enhancers in vivo Nature 512 2014 91 95 24896182
  30. [33]Zinzen R.P. Girardot C. Gagneur J. Braun M. Furlong E.E.M. Combinatorial binding predicts spatio-temporal cis-regulatory activity Nature 462 2009 65 70 19890324
  31. [34]Brown C.D. Johnson D.S. Sidow A. Functional architecture and evolution of transcriptional elements that drive gene coexpression Science 317 2007 1557 1560 17872446
  32. [36]Staller M.V. Vincent B.J. Bragdon M.D.J. Lydiard-Martin T. Wunderlich Z. Estrada J. DePace A.H. Shadow enhancers enable Hunchback bifunctionality in the Drosophila embryo Proc. Natl. Acad. Sci. USA 112 2015 785 790 25564665 PMC4311800
  33. [37]Zeitlinger J. Zinzen R.P. Stark A. Kellis M. Zhang H. Young R.A. Levine M. Whole-genome ChIP-chip analysis of Dorsal, Twist, and Snail suggests integration of diverse patterning processes in the Drosophila embryo Genes Dev. 21 2007 385 390 17322397 PMC1804326
  34. [38]Maurano M.T. Wang H. Kutyavin T. Stamatoyannopoulos J.A. Widespread site-dependent buffering of human regulatory polymorphism PLoS Genet. 8 2012 e1002599 22457641 PMC3310774
  35. [39]Reddy T.E. Gertz J. Pauli F. Kucera K.S. Varley K.E. Newberry K.M. Marinov G.K. Mortazavi A. Williams B.A. Song L. Effects of sequence variation on differential allelic transcription factor occupancy and gene expression Genome Res. 22 2012 860 869 22300769 PMC3337432
  36. [40]Mackay T.F.C. Richards S. Stone E.A. Barbadilla A. Ayroles J.F. Zhu D. Casillas S. Han Y. Magwire M.M. Cridland J.M. The Drosophila melanogaster Genetic Reference Panel Nature 482 2012 173 178 22318601 PMC3683990
  37. [41]Zichner T. Garfield D.A. Rausch T. Stütz A.M. Cannavó E. Braun M. Furlong E.E.M. Korbel J.O. Impact of genomic structural variation in Drosophila melanogaster based on population-scale sequencing Genome Res. 23 2013 568 579 23222910 PMC3589545
  38. [42]Huang W. Massouras A. Inoue Y. Peiffer J. Ràmia M. Tarone A.M. Turlapati L. Zichner T. Zhu D. Lyman R.F. Natural variation in genome architecture among 205 Drosophila melanogaster Genetic Reference Panel lines Genome Res. 24 2014 1193 1208 24714809 PMC4079974
  39. [43]Groth A.C. Fish M. Nusse R. Calos M.P. Construction of transgenic Drosophila by using the site-specific integrase from phage phiC31 Genetics 166 2004 1775 1782 15126397 PMC1470814
  40. [44]Rau A. Buttgereit D. Holz A. Fetter R. Doberstein S.K. Paululat A. Staudt N. Skeath J. Michelson A.M. Renkawitz-Pohl R. rolling pebbles (rols) is required in Drosophila muscle precursors for recruitment of myoblasts for fusion Development 128 2001 5061 5073 11748142
  41. [45]Menon S.D. Chia W. Drosophila rolling pebbles: a multidomain protein required for myoblast fusion that recruits D-Titin in response to the myoblast attractant Dumbfounded Dev. Cell 1 2001 691 703 11709189
  42. [46]O’Donnell A.F. Tiong S. Nash D. Clark D.V. The Drosophila melanogaster ade5 gene encodes a bifunctional enzyme for two steps in the de novo purine synthesis pathway Genetics 154 2000 1239 1253 10757766 PMC1460979
  43. [47]Cha G.-H. Cho K.S. Lee J.H. Kim M. Kim E. Park J. Lee S.B. Chung J. Discrete functions of TRAF1 and TRAF2 in Drosophila melanogaster mediated by c-Jun N-terminal kinase and NF-kappaB-dependent signaling pathways Mol. Cell. Biol. 23 2003 7982 7991 14585960 PMC262421
  44. [48]Iwai Y. Usui T. Hirano S. Steward R. Takeichi M. Uemura T. Axon patterning requires DN-cadherin, a novel neuronal adhesion receptor, in the Drosophila embryonic CNS Neuron 19 1997 77 89 9247265
  45. [49]Oda H. Uemura T. Harada Y. Iwai Y. Takeichi M. A Drosophila homolog of cadherin associated with armadillo and essential for embryonic cell-cell adhesion Dev. Biol. 165 1994 716 726 7958432
  46. [50]Lenhard B. Sandelin A. Carninci P. Metazoan promoters: emerging characteristics and insights into transcriptional regulation Nat. Rev. Genet. 13 2012 233 245 22392219
  47. [52]Tajima F. Statistical method for testing the neutral mutation hypothesis by DNA polymorphism Genetics 123 1989 585 595 2513255 PMC1203831
  48. [53]Gronau I. Arbiza L. Mohammed J. Siepel A. Inference of natural selection from interspersed genomic elements based on polymorphism and divergence Mol. Biol. Evol. 30 2013 1159 1171 23386628 PMC3697874
  49. [54]Gulko B. Hubisz M.J. Gronau I. Siepel A. A method for calculating probabilities of fitness consequences for point mutations across the human genome Nat. Genet. 47 2015 276 283 25599402 PMC4342276
  50. [55]Andolfatto P. Adaptive evolution of non-coding DNA in Drosophila Nature 437 2005 1149 1152 16237443
  51. [56]Holloway A.K. Begun D.J. Siepel A. Pollard K.S. Accelerated sequence divergence of conserved genomic elements in Drosophila melanogaster Genome Res. 18 2008 1592 1601 18583644 PMC2556263
  52. [57]Capra J.A. Erwin G.D. McKinsey G. Rubenstein J.L.R. Pollard K.S. Many human accelerated regions are developmental enhancers Philos. Trans. R. Soc. Lond. B Biol. Sci. 368 2013 20130025 24218637 PMC3826498
  53. [58]Perry M.W. Cande J.D. Boettiger A.N. Levine M. Evolution of insect dorsoventral patterning mechanisms Cold Spring Harb. Symp. Quant. Biol. 74 2009 275 279 19843594 PMC4280271

Cited by

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Authors
Cannavò, E., Khoueiry, P., Garfield, D. A., Geeleher, P., Zichner, T., Gustafson, E. H., Ciglar, L., Korbel, J. O., & Furlong, E. E. M.
Affiliations
European Molecular Biology Laboratory (DE)
Corresponding author
Furlong, Eileen E.M.
Venue
Current Biology
Publisher
Elsevier BV
Published
2016-01
Volume
26
Issue
1
Pages
38-51
ISSN
0960-9822 (ISSN-L)
OpenAlex
W2194390873
Cited by
235
References
5
Citations by year
2026: 8 · 2025: 7 · 2024: 37 · 2023: 29 · 2022: 18 · 2021: 26 · 2020: 27 · 2019: 18 · 2018: 27 · 2017: 24 · 2016: 12 · 2015: 1
FWCI
9.27
Type
journal article
Language
en
Open access
Locations
  • Current Biology (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Developmental Biology and Gene Regulation
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
Keywords
enhancer redundancy, developmental robustness, gene regulatory networks, embryonic patterning
MeSH terms
Animals, Drosophila, Enhancer Elements, Genetic, Transcription, Genetic, Gene Expression Regulation, Developmental, Embryonic Development

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