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Self-organization of Drosophila chromatin architecture in a cell-free system

Jayakrishnan, Muhunden, Kars, Gizem, Campos-Sparr, Aline, Karpinska, Magdalena A, Zunjarrao, Sanyami, Maziak, Noura, Margulies, Carla E, Vaquerizas, Juan M, Gambetta, Maria Cristina, Oudelaar, A Marieke, Becker, Peter B·2026·EMBO Reports

Abstract

Metazoan genomes are organized by folding of the nucleosome fiber into loops and domains that support long-range regulatory interactions. Although cohesin-mediated loop extrusion and architectural DNA-binding proteins are central to current models of genome organization, how these mechanisms integrate to generate higher-order structure remains incompletely understood. Early Drosophila melanogaster embryogenesis provides a unique window into the emergence of chromatin architecture, as rapid syncytial nuclear divisions occur largely in the absence of transcription. However, probing the mechanisms underlying this primordial folding in vivo is technically challenging. Here, we establish an in vitro system that reconstitutes complex chromatin using extracts from syncytial embryos. Nucleosome mapping and Micro-C analyses reveal that long-range interactions, including cis and trans loops and topologically associating domains (TADs), emerge spontaneously from soluble extract components. While some structures resemble those observed in early embryos, others represent latent interaction potentials that are constrained in vivo. Focusing on the eve locus, we find that TAD formation is incompatible with a simple loop extrusion model and instead requires direct pairing of boundary elements mediated by the insulator protein ‘Suppressor-of-hairy-wing’ Su(Hw). Together, our work demonstrates that key features of 3D genome organization can be reconstituted in a cell-free system and provides a tractable platform for the mechanistic dissection of chromatin folding in Drosophila .

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Research works printed but not linked: 94

  1. Acemel RD, Lupianez DG (2023) Evolution of 3D chromatin organization at different scales. Curr Opin Genet Dev 78:102019 · DOI
  2. Bag I, Chen S, Rosin LF, Chen Y, Liu CY, Yu GY, Lei EP (2021) M1BP cooperates with CP190 to activate transcription at TAD borders and promote chromatin insulator activity. Nat Commun 12:4170 · DOI
  3. Baldi S, Jain DS, Harpprecht L, Zabel A, Scheibe M, Butter F, Straub T, Becker PB (2018) Genome-wide rules of nucleosome phasing in Drosophila. Mol Cell 72:661–672.e664 · DOI
  4. Baldi S, Korber P, Becker PB (2020) Beads on a string-nucleosome array arrangements and folding of the chromatin fiber. Nat Struct Mol Biol 27:109–118 · DOI
  5. Batut PJ, Bing XY, Sisco Z, Raimundo J, Levo M, Levine MS (2022) Genome organization controls transcriptional dynamics during development. Science 375:566–570 · DOI
  6. Becker PB (2024) Cell-free genomics: transcription factor interactions in reconstituted naive embryonic chromatin. Biochem Soc Trans 52:423–429 · DOI
  7. Becker PB, Wu C (1992) Cell-free system for assembly of transcriptionally repressed chromatin from Drosophila embryos. Mol Cell Biol 12:2241–2249
  8. Bhattacharya M, Lyda SF, Lei EP (2024) Chromatin insulator mechanisms ensure accurate gene expression by controlling overall 3D genome organization. Curr Opin Genet Dev 87:102208 · DOI
  9. Bing X, Ke W, Fujioka M, Kurbidaeva A, Levitt S, Levine M, Schedl P, Jaynes JB (2024) Chromosome structure in Drosophila is determined by boundary pairing not loop extrusion. eLife 13:RP94070 · DOI
  10. Casper J, Speir ML, Raney BJ, Perez G, Nassar LR, Lee CM, Hinrichs AS, Gonzalez JN, Fischer C, Diekhans M et al (2025) The UCSC Genome Browser database: 2026 update. Nucleic Acids Res 54:D1331–D1335 · DOI
  11. Cavalheiro GR, Girardot C, Viales RR, Pollex T, Cao TBN, Lacour P, Feng S, Rabinowitz A, Furlong EEM (2023) CTCF, BEAF-32, and CP190 are not required for the establishment of TADs in early Drosophila embryos but have locus-specific roles. Sci Adv 9:eade1085 · DOI
  12. Chathoth KT, Mikheeva LA, Crevel G, Wolfe JC, Hunter I, Beckett-Doyle S, Cotterill S, Dai H, Harrison A, Zabet NR (2022) The role of insulators and transcription in 3D chromatin organization of flies. Genome Res 32:682–698 · DOI
  13. Choppakatla P, Patel AL, Borjigin T, Udomlumleart T, Hu J, Gregor T, Boettiger AN, Levine MS (2026) Loop extrusion accelerates long-range enhancer-promoter searches in living embryos. Preprint at https://www.biorxiv.org/content/10.64898/2026.02.17.706355v1.full · DOI
  14. da Costa-Nunes JA, Noordermeer D (2023) TADs: dynamic structures to create stable regulatory functions. Curr Opin Struct Biol 81:102622 · DOI
  15. Davidson IF, Peters JM (2021) Genome folding through loop extrusion by SMC complexes. Nat Rev Mol Cell Biol 22:445–464 · DOI
  16. Dekker J, Mirny LA (2024) The chromosome folding problem and how cells solve it. Cell 187:6424–6450 · DOI · Paper page
  17. Dekker J, Oksuz BA, Zhang Y, Wang Y, Minsk MK, Kuang S, Yang L, Gibcus JH, Krietenstein N, Rando OJ et al (2026) An integrated view of the structure and function of the human 4D nucleome. Nature 649:759–776 · DOI
  18. Delamarre A, Bailey B, Yavid J, Koche R, Mohibullah N, Whitehouse I (2025) Chromatin architecture mapping by multiplex proximity tagging. Mol Cell 85:2796–2811.e2795 · DOI
  19. Dolsten GA, Cofer EM, Bing XY, Brack B, Curlin M, Theesfeld CL, Troyanskaya OG, Levine MS, Pritykin Y (2025) 3D chromatin structures precede genome activation in Drosophila embryogenesis. Cell Genom 5:101002 · DOI
  20. Eggers N, Becker PB (2021) Cell-free genomics reveal intrinsic, cooperative and competitive determinants of chromatin interactions. Nucleic Acids Res 49:7602–7617 · DOI
  21. Ejsmont RK, Sarov M, Winkler S, Lipinski KA, Tomancak P (2009) A toolkit for high-throughput, cross-species gene engineering in Drosophila. Nat Methods 6:435–437 · DOI
  22. Farrell JA, O’Farrell PH (2014) From egg to gastrula: how the cell cycle is remodeled during the Drosophila mid-blastula transition. Annu Rev Genet 48:269–294 · DOI
  23. Fujioka M, Sun G, Jaynes JB (2013) The Drosophila eve insulator Homie promotes eve expression and protects the adjacent gene from repression by polycomb spreading. PLoS Genet 9:e1003883 · DOI
  24. Fujioka M, Wu X, Jaynes JB (2009) A chromatin insulator mediates transgene homing and very long-range enhancer-promoter communication. Development 136:3077–3087 · DOI
  25. Fukai YT, Kujirai T, Wakamori M, Kanamura S, Yamauchi L, Zeraati S, Morita S, Tanegashima C, Kadota M, Shirouzu M et al (2025) Gene-scale in vitro reconstitution reveals histone acetylation directly controls chromatin architecture. Sci Adv 11:eadx9282 · DOI
  26. Gabriele M, Brandao HB, Grosse-Holz S, Jha A, Dailey GM, Cattoglio C, Hsieh TS, Mirny L, Zechner C, Hansen AS (2022) Dynamics of CTCF- and cohesin-mediated chromatin looping revealed by live-cell imaging. Science 376:496–501 · DOI · Paper page
  27. Galouzis CC, Furlong EEM (2022) Regulating specificity in enhancer-promoter communication. Curr Opin Cell Biol 75:102065 · DOI
  28. Grant CE, Bailey TL, Noble WS (2011) FIMO: scanning for occurrences of a given motif. Bioinformatics 27:1017–1018 · DOI · Paper page
  29. Gu Z, Eils R, Schlesner M (2016) Complex heatmaps reveal patterns and correlations in multidimensional genomic data. Bioinformatics 32:2847–2849 · DOI
  30. Hamm DC, Harrison MM (2018) Regulatory principles governing the maternal-to-zygotic transition: insights from Drosophila melanogaster. Open Biol 8:180183 · DOI
  31. Harpprecht L, Baldi S, Schauer T, Schmidt A, Bange T, Robles MS, Kremmer E, Imhof A, Becker PB (2019) A Drosophila cell-free system that senses DNA breaks and triggers phosphorylation signalling. Nucleic Acids Res 47:7444–7459 · DOI
  32. Heinz S, Benner C, Spann N, Bertolino E, Lin YC, Laslo P, Cheng JX, Murre C, Singh H, Glass CK (2010) Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities. Mol Cell 38:576–589 · DOI · Paper page
  33. Hsieh TH, Weiner A, Lajoie B, Dekker J, Friedman N, Rando OJ (2015) Mapping nucleosome resolution chromosome folding in yeast by Micro-C. Cell 162:108–119 · DOI · Paper page
  34. Hsieh TS, Cattoglio C, Slobodyanyuk E, Hansen AS, Rando OJ, Tjian R, Darzacq X (2020) Resolving the 3D landscape of transcription-linked mammalian chromatin folding. Mol Cell 78:539–553.e538 · DOI · Paper page
  35. Hug CB, Grimaldi AG, Kruse K, Vaquerizas JM (2017) Chromatin architecture emerges during zygotic genome activation independent of transcription. Cell 169:216–228.e219 · DOI · Paper page
  36. Ing-Simmons E, Rigau M, Vaquerizas JM (2022) Emerging mechanisms and dynamics of three-dimensional genome organisation at zygotic genome activation. Curr Opin Cell Biol 74:37–46 · DOI
  37. Iurlaro M, Stadler MB, Masoni F, Jagani Z, Galli GG, Schubeler D (2021) Mammalian SWI/SNF continuously restores local accessibility to chromatin. Nat Genet 53:279–287 · DOI
  38. Jayakrishnan M, Havlova M, Veverka V, Regnard C, Becker PB (2025) Genomic context-dependent histone H3K36 methylation by three Drosophila methyltransferases and implications for dedicated chromatin readers. Nucleic Acids Res 53:gkaf202 · DOI
  39. Kahn TG, Savitsky M, Kuong C, Jacquier C, Cavalli G, Chang JM, Schwartz YB (2023) Topological screen identifies hundreds of Cp190- and CTCF-dependent Drosophila chromatin insulator elements. Sci Adv 9:eade0090 · DOI
  40. Kaushal A, Mohana G, Dorier J, Ozdemir I, Omer A, Cousin P, Semenova A, Taschner M, Dergai O, Marzetta F et al (2021) CTCF loss has limited effects on global genome architecture in Drosophila despite critical regulatory functions. Nat Commun 12:1011 · DOI
  41. Ke W, Fujioka M, Schedl P, Jaynes JB (2024) Stem-loop and circle-loop TADs generated by directional pairing of boundary elements have distinct physical and regulatory properties. eLife 13:RP94114 · DOI
  42. Kenter AL, Priyadarshi S, Drake EB (2023) Locus architecture and RAG scanning determine antibody diversity. Trends Immunol 44:119–128 · DOI
  43. Kleene V, Corvaglia V, Chacin E, Forne I, Konrad DB, Khosravani P, Douat C, Kurat CF, Huc I, Imhof A (2023) DNA mimic foldamers affect chromatin composition and disturb cell cycle progression. Nucleic Acids Res 51:9629–9642 · DOI
  44. Krietenstein N, Abraham S, Venev SV, Abdennur N, Gibcus J, Hsieh TS, Parsi KM, Yang L, Maehr R, Mirny LA et al (2020) Ultrastructural details of mammalian chromosome architecture. Mol Cell 78:554–565.e557 · DOI · Paper page
  45. Langmead B, Salzberg SL (2012) Fast gapped-read alignment with Bowtie 2. Nat Methods 9:357–359 · DOI · Paper page
  46. Langst G, Becker PB (2001) Nucleosome mobilization and positioning by ISWI-containing chromatin-remodeling factors. J Cell Sci 114:2561–2568 · DOI
  47. Li H, Dalgleish JLT, Lister G, Maristany MJ, Huertas J, Dopico-Fernandez AM, Hamley JC, Denny N, Bloye G, Zhang W et al (2025) Mapping chromatin structure at base-pair resolution unveils a unified model of cis-regulatory element interactions. Cell 188:7175–7193.e7119 · DOI
  48. Li L, Lyu X, Hou C, Takenaka N, Nguyen HQ, Ong CT, Cubenas-Potts C, Hu M, Lei EP, Bosco G et al (2015) Widespread rearrangement of 3D chromatin organization underlies polycomb-mediated stress-induced silencing. Mol Cell 58:216–231 · DOI
  49. Li X, Levine M (2024) What are tethering elements? Curr Opin Genet Dev 84:102151 · DOI
  50. Maeshima K, Matsuda T, Shindo Y, Imamura H, Tamura S, Imai R, Kawakami S, Nagashima R, Soga T, Noji H et al (2018) A transient rise in free Mg(2+) ions released from ATP-Mg hydrolysis contributes to mitotic chromosome condensation. Curr Biol 28:444–451.e446 · DOI
  51. Martinovic M, Flach KD, de Kort MAC, Maresca M, Teunissen H, Liu NQ, Lenstra TL, de Wit E (2026) Cohesin-mediated loop extrusion and enhancer-associated factors additively contribute to Sox2 looping with its distal enhancer. Genes Dev 40:893–911 · DOI
  52. Matthews NE, White R (2019) Chromatin architecture in the fly: living without CTCF/cohesin loop extrusion?: alternating chromatin states provide a basis for domain architecture in Drosophila. Bioessays 41:e1900048 · DOI
  53. Matthey-Doret C, Baudry L, Breuer A, Montagne R, Guiglielmoni N, Scolari V, Jean E, Campeas A, Chanut PH, Oriol E et al (2020) Computer vision for pattern detection in chromosome contact maps. Nat Commun 11:5795 · DOI
  54. Mauksch C, Zhu Y, Velychko T, Sagropoulou S, Aljahani A, Ramasamy S, Zumer K, Oudelaar AM (2026) FACT depletion demonstrates a role for nucleosome organization in TAD formation. Mol Syst Biol 22:119–138 · DOI
  55. Maziak N, Zhang Y, Groll F, Brown HE, Madich A, Kaur Y, Harrison MM, Zhou J, Vaquerizas JM (2026) Three-dimensional genome reorganization foreshadows zygotic genome activation in Drosophila. Nat Genet 58:607–617 · DOI
  56. McLeay RC, Bailey TL (2010) Motif Enrichment Analysis: a unified framework and an evaluation on ChIP data. BMC Bioinforma 11:165 · DOI
  57. Melnikova L, Molodina V, Georgiev P, Golovnin A (2024a) Development of a new model system to study long-distance interactions supported by architectural proteins. Int J Mol Sci 25:4617 · DOI
  58. Melnikova LS, Molodina VV, Georgiev PG, Golovnin AK (2024b) Impact of interactions between Su(Hw)-dependent insulators on the transvection effect in Drosophila melanogaster. Dokl Biochem Biophys 517:127–133 · DOI
  59. Mirny LA, Imakaev M, Abdennur N (2019) Two major mechanisms of chromosome organization. Curr Opin Cell Biol 58:142–152 · DOI
  60. Misteli T (2020) The Self-Organizing Genome: principles of genome architecture and function. Cell 183:28–45 · DOI
  61. Mouginot M, Hani S, Cousin P, Dorier J, Ravera A, Gambetta MC (2025) A boundary-defining protein facilitates megabase-scale regulatory chromosomal loop formation in Drosophila neurons. Genes Dev 39:706–726
  62. Oberbeckmann E, Quililan K, Cramer P, Oudelaar AM (2024) In vitro reconstitution of chromatin domains shows a role for nucleosome positioning in 3D genome organization. Nat Genet 56:483–492 · DOI
  63. Ohno M, Ando T, Priest DG, Kumar V, Yoshida Y, Taniguchi Y (2019) Sub-nucleosomal genome structure reveals distinct nucleosome folding motifs. Cell 176:520–534.e525 · DOI
  64. Ollikainen N, Ma F, Braikia FZ, Sen R (2026) Chromatin folding principles underlying the generation of antibody diversity. Mol Cell 86:304–316.e2 · DOI
  65. Open2C, Abdennur N, Abraham S, Fudenberg G, Flyamer IM, Galitsyna AA, Goloborodko A, Imakaev M, Oksuz BA, Venev SV et al (2024) Cooltools: enabling high-resolution Hi-C analysis in Python. PLoS Comput Biol 20:e1012067 · DOI · Paper page
  66. Papantonis A, Oudelaar AM (2025) Mechanisms of enhancer-mediated gene activation in the context of the 3D genome. Annu Rev Genomics Hum Genet 26:163–188 · DOI
  67. Piwko P, Vitsaki I, Livadaras I, Delidakis C (2019) The role of insulators in transgene transvection in Drosophila. Genetics 212:489–508 · DOI
  68. Quinlan AR, Hall IM (2010) BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics 26:841–842 · DOI · Paper page
  69. Ramasamy S, Aljahani A, Karpinska MA, Cao TBN, Velychko T, Cruz JN, Lidschreiber M, Oudelaar AM (2023) The Mediator complex regulates enhancer-promoter interactions. Nat Struct Mol Biol 30:991–1000 · DOI
  70. Ramasamy S, Zhu Y, Karpinska MA, Flyamer IM, Söding J, Oudelaar AM (2026) Analysis of multi-way chromatin interactions at sub-nucleosome resolution identifies synergistic nano-scale interactions within super-enhancers. Preprint at https://www.biorxiv.org/content/10.64898/2026.05.21.726779v1.full · DOI
  71. Ramirez F, Bhardwaj V, Arrigoni L, Lam KC, Gruning BA, Villaveces J, Habermann B, Akhtar A, Manke T (2018) High-resolution TADs reveal DNA sequences underlying genome organization in flies. Nat Commun 9:189 · DOI
  72. Ricci MA, Manzo C, Garcia-Parajo MF, Lakadamyali M, Cosma MP (2015) Chromatin fibers are formed by heterogeneous groups of nucleosomes in vivo. Cell 160:1145–1158 · DOI · Paper page
  73. Robinson JT, Thorvaldsdottir H, Winckler W, Guttman M, Lander ES, Getz G, Mesirov JP (2011) Integrative genomics viewer. Nat Biotechnol 29:24–26 · DOI · Paper page
  74. Rowley MJ, Lyu X, Rana V, Ando-Kuri M, Karns R, Bosco G, Corces VG (2019) Condensin II counteracts cohesin and RNA polymerase II in the establishment of 3D chromatin organization. Cell Rep 26:2890–2903.e2893 · DOI
  75. Rowley MJ, Nichols MH, Lyu X, Ando-Kuri M, Rivera ISM, Hermetz K, Wang P, Ruan Y, Corces VG (2017) Evolutionarily conserved principles predict 3D chromatin organization. Mol Cell 67:837–852.e837 · DOI
  76. Rowley MJ, Poulet A, Nichols MH, Bixler BJ, Sanborn AL, Brouhard EA, Hermetz K, Linsenbaum H, Csankovszki G, Lieberman Aiden E et al (2020) Analysis of Hi-C data using SIP effectively identifies loops in organisms from C. elegans to mammals. Genome Res 30:447–458 · DOI
  77. Sabate T, Lelandais B, Robert MC, Szalay M, Tinevez JY, Bertrand E, Zimmer C (2025) Uniform dynamics of cohesin-mediated loop extrusion in living human cells. Nat Genet 57:3152–3164 · DOI · Paper page
  78. Scharf AN, Meier K, Seitz V, Kremmer E, Brehm A, Imhof A (2009) Monomethylation of lysine 20 on histone H4 facilitates chromatin maturation. Mol Cell Biol 29:57–67 · DOI
  79. Seller CA, Cho CY, O’Farrell PH (2019) Rapid embryonic cell cycles defer the establishment of heterochromatin by Eggless/SetDB1 in Drosophila. Genes Dev 33:403–417 · DOI
  80. Serizay J, Matthey-Doret C, Bignaud A, Baudry L, Koszul R (2024) Orchestrating chromosome conformation capture analysis with Bioconductor. Nat Commun 15:1072 · DOI
  81. Sexton T, Yaffe E, Kenigsberg E, Bantignies F, Leblanc B, Hoichman M, Parrinello H, Tanay A, Cavalli G (2012) Three-dimensional folding and functional organization principles of the Drosophila genome. Cell 148:458–472 · DOI · Paper page
  82. Stadler MR, Haines JE, Eisen MB (2017) Convergence of topological domain boundaries, insulators, and polytene interbands revealed by high-resolution mapping of chromatin contacts in the early Drosophila melanogaster embryo. eLife 6:e29550 · DOI
  83. Stansfield JC, Cresswell KG, Dozmorov MG (2019) multiHiCcompare: joint normalization and comparative analysis of complex Hi-C experiments. Bioinformatics 35:2916–2923 · DOI
  84. Sultana H, Kunar R, Matera AG (2025) Chromatin insulators in gene regulation and 3D genome organization. Biochem Soc Trans 53:1387–1399 · DOI
  85. Tonelli A, Cousin P, Jankowski A, Wang B, Dorier J, Barraud J, Zunjarrao S, Gambetta MC (2025) Systematic screening of enhancer-blocking insulators in Drosophila identifies their DNA sequence determinants. Dev Cell 60:630–645.e639 · DOI
  86. Uhlmann F (2025) A unified model for cohesin function in sister chromatid cohesion and chromatin loop formation. Mol Cell 85:1058–1071 · DOI
  87. van Steensel B, Belmont AS (2017) Lamina-associated domains: links with chromosome architecture, heterochromatin, and gene repression. Cell 169:780–791 · DOI · Paper page
  88. van Steensel B, Furlong EEM (2019) The role of transcription in shaping the spatial organization of the genome. Nat Rev Mol Cell Biol 20:327–337 · DOI · Paper page
  89. Varisco M, Cavalheiro GR, Viales RR, Schaub C, Girardot C, Forneris M, Comeault A, Furlong, EEM (2025) Heterotypic directional motifs contribute to TAD boundary function in Drosophila. Preprint at https://www.biorxiv.org/content/10.1101/2025.09.06.674533v1 · DOI
  90. Vian L, Pekowska A, Rao SSP, Kieffer-Kwon KR, Jung S, Baranello L, Huang SC, El Khattabi L, Dose M, Pruett N et al (2018) The energetics and physiological impact of cohesin extrusion. Cell 173:1165–1178.e1120 · DOI · Paper page
  91. Viets K, Sauria MEG, Chernoff C, Rodriguez Viales R, Echterling M, Anderson C, Tran S, Dove A, Goyal R, Voortman L et al (2019) Characterization of button loci that promote homologous chromosome pairing and cell-type-specific interchromosomal gene regulation. Dev Cell 51:341–356.e347 · DOI
  92. Volker-Albert MC, Pusch MC, Fedisch A, Schilcher P, Schmidt A, Imhof A (2016) A quantitative proteomic analysis of in vitro assembled chromatin. Mol Cell Proteom 15:945–959 · DOI
  93. Willemin A, Szabo D, Pombo A (2024) Epigenetic regulatory layers in the 3D nucleus. Mol Cell 84:415–428 · DOI
  94. Zunjarrao S, Gambetta MC (2025) Principles of long-range gene regulation. Curr Opin Genet Dev 91:102323 · DOI

Metadata

Authors
Jayakrishnan, M., Kars, G., Campos-Sparr, A., Karpinska, M. A., Zunjarrao, S., Maziak, N., Margulies, C. E., Vaquerizas, J. M., Gambetta, M. C., Oudelaar, A. M., & Becker, P. B.
Venue
EMBO Reports
Published
2026-11-02
ISSN
1469-3178
Cited by
0
Language
en
Funders
  • Deutsche Forschungsgemeinschaft (BE1140/10-1, 213249687 - SFB 1064/A01, 469281184/P02, 507778679)
  • EC | Horizon 2020 Framework Programme (675610)
  • UKRI | Medical Research Council (MC_UP_1605/10)
  • Academy of Medical Sciences and the Department of Business, Energy and Industrial Strategy (APR3\1017)
  • Swiss National Science Foundation (SNSF 219941)
  • Ludwig-Maximilians-University

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