Skip to main content
Top

2019 | OriginalPaper | Chapter

The Review of Bioinformatics Tool for 3D Plant Genomics Research

Authors : Xiangyu Yang, Zhenghao Li, Jingtian Zhao, Tao Ma, Pengchao Li, Le Zhang

Published in: Bioinformatics Research and Applications

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Since the genome of the nucleus is a complicated three-dimensional spatial structure but not a single linear structure, biologists consider that 3D structure of plant chromatin is highly correlated with the function of the genome, which can be used to study the regulation mechanisms of genes and their evolutionary process. Because plants are more prone to chromosome structural variation and the 3D structure of plant chromatin are highly correlated with the function of the genome, it is important to investigate the impact of chromosome structural variation on gene expression by analyzing 3D structure. Here, we will briefly review the current bioinformatics tools for 3D plant genome study, which covers Hi-C data processing tools, then are the tools for A and B compartments identification, topologically associated domains (TAD) identification, identification of significant interactions and visualization. And then, we could provide the useful information for the related 3D plant genomics research scientists to select the appropriate tools according to their study. Finally, we discuss how to develop the future 3D genomic plant bioinformatics tools to keep up with the pace of scientific research development.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Erez, L.A., Berkum, N.L., Van, L.W., Maxim, I., Tobias, R., Agnes, T.: Comprehensive mapping of long-range interactions reveals folding principles of the human genome. Science 326, 289–293 (2009) Erez, L.A., Berkum, N.L., Van, L.W., Maxim, I., Tobias, R., Agnes, T.: Comprehensive mapping of long-range interactions reveals folding principles of the human genome. Science 326, 289–293 (2009)
2.
go back to reference Dixon, J.R., Siddarth, S., Feng, Y., Audrey, K., Yan, L., Yin, S.: Topological domains in mammalian genomes identified by analysis of chromatin interactions. Nature 485(7398), 376 (2012) Dixon, J.R., Siddarth, S., Feng, Y., Audrey, K., Yan, L., Yin, S.: Topological domains in mammalian genomes identified by analysis of chromatin interactions. Nature 485(7398), 376 (2012)
3.
go back to reference Job, D., Marti-Renom, M.A., Mirny, L.A.: Exploring the three-dimensional organization of genomes: interpreting chromatin interaction data. Nat. Rev. Genet. 14(6), 390–403 (2013) Job, D., Marti-Renom, M.A., Mirny, L.A.: Exploring the three-dimensional organization of genomes: interpreting chromatin interaction data. Nat. Rev. Genet. 14(6), 390–403 (2013)
4.
go back to reference Doğan, E.S., Chang, L.: Three-dimensional chromatin packing and positioning of plant genomes. Nature Plants (2018) Doğan, E.S., Chang, L.: Three-dimensional chromatin packing and positioning of plant genomes. Nature Plants (2018)
5.
go back to reference Rao, S.S.P., Huntley, M.H., Durand, N.C., Stamenova, E.K., Bochkov, I.D., Robinson, J.T.: A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping. Cell 159(7), 1665–1680 (2014) Rao, S.S.P., Huntley, M.H., Durand, N.C., Stamenova, E.K., Bochkov, I.D., Robinson, J.T.: A 3D map of the human genome at kilobase resolution reveals principles of chromatin looping. Cell 159(7), 1665–1680 (2014)
6.
go back to reference Xianglin, Z., Huan, F., Xiaowo, W.: The advancement of analysis methods of chromosome conformation capture data. Prog. Biochem. Biophys. 45, 1093–1105 (2018) Xianglin, Z., Huan, F., Xiaowo, W.: The advancement of analysis methods of chromosome conformation capture data. Prog. Biochem. Biophys. 45, 1093–1105 (2018)
7.
go back to reference Liu, B., Wendel, J.F.: Epigenetic phenomena and the evolution of plant allopolyploids. Mol. Phylogenetics Evol. 29(3), 365–379 (2003) Liu, B., Wendel, J.F.: Epigenetic phenomena and the evolution of plant allopolyploids. Mol. Phylogenetics Evol. 29(3), 365–379 (2003)
8.
go back to reference Kellogg, E.A., Bennetzen, J.L.: The evolution of nuclear genome structure in seed plants. Am. J. Bot. 91(10), 1709–1725 (2004) Kellogg, E.A., Bennetzen, J.L.: The evolution of nuclear genome structure in seed plants. Am. J. Bot. 91(10), 1709–1725 (2004)
9.
go back to reference Spielmann, M., Lupiáñez, D. G., Mundlos, S.: Structural variation in the 3D genome. Nat. Rev. Genet. 19(7), 453–467 (2018) Spielmann, M., Lupiáñez, D. G., Mundlos, S.: Structural variation in the 3D genome. Nat. Rev. Genet. 19(7), 453–467 (2018)
10.
go back to reference Mishra, A., Hawkins, R.D.: Three-dimensional genome architecture and emerging technologies: looping in disease. Genome Med. 9(1), 87 (2017) Mishra, A., Hawkins, R.D.: Three-dimensional genome architecture and emerging technologies: looping in disease. Genome Med. 9(1), 87 (2017)
11.
go back to reference Li, X., Wu, L., Wang, J., Sun, J., Xia, X., Geng, X.: Genome sequencing of rice subspecies and genetic analysis of recombinant lines reveals regional yield- and quality-associated loci. BMC Biol. 16(1), 102 (2018) Li, X., Wu, L., Wang, J., Sun, J., Xia, X., Geng, X.: Genome sequencing of rice subspecies and genetic analysis of recombinant lines reveals regional yield- and quality-associated loci. BMC Biol. 16(1), 102 (2018)
12.
go back to reference Wang, M., Wang, P., Lin, M., Ye, Z., Li, G., Tu, L.: Evolutionary dynamics of 3D genome architecture following polyploidization in cotton. Nat. Plants 4(2), 90 (2018) Wang, M., Wang, P., Lin, M., Ye, Z., Li, G., Tu, L.: Evolutionary dynamics of 3D genome architecture following polyploidization in cotton. Nat. Plants 4(2), 90 (2018)
13.
go back to reference Dudchenko, O., Batra, S.S., Omer, A.D., Nyquist, S.K., Hoeger, M., Durand, N.C.: De novo assembly of the Aedes aegypti genome using Hi-C yields chromosome-length scaffolds. Science 356(6333), 92 (2017) Dudchenko, O., Batra, S.S., Omer, A.D., Nyquist, S.K., Hoeger, M., Durand, N.C.: De novo assembly of the Aedes aegypti genome using Hi-C yields chromosome-length scaffolds. Science 356(6333), 92 (2017)
14.
go back to reference Wu, P., Li, T., Li, R., Jia, L., Zhu, P., Liu, Y.: 3D genome of multiple myeloma reveals spatial genome disorganization associated with copy number variations. Nat. Commun. 8(1), 1937 (2017) Wu, P., Li, T., Li, R., Jia, L., Zhu, P., Liu, Y.: 3D genome of multiple myeloma reveals spatial genome disorganization associated with copy number variations. Nat. Commun. 8(1), 1937 (2017)
15.
go back to reference Liu, C., Cheng, Y.-J., Wang, J.-W., Weigel, D.: Prominent topologically associated domains differentiate global chromatin packing in rice from Arabidopsis. Nat. Plants 3(9), 742 (2017) Liu, C., Cheng, Y.-J., Wang, J.-W., Weigel, D.: Prominent topologically associated domains differentiate global chromatin packing in rice from Arabidopsis. Nat. Plants 3(9), 742 (2017)
16.
go back to reference Belton, J.M., Mccord, R.P., Gibcus, J.H., Naumova, N., Zhan, Y., Dekker, J.: Hi–C: a comprehensive technique to capture the conformation of genomes. Methods 58(3), 268–276 (2012) Belton, J.M., Mccord, R.P., Gibcus, J.H., Naumova, N., Zhan, Y., Dekker, J.: Hi–C: a comprehensive technique to capture the conformation of genomes. Methods 58(3), 268–276 (2012)
17.
go back to reference Imakaev, M., Fudenberg, G., Mccord, R.P., Naumova, N., Goloborodko, A., Lajoie, B.R.: Iterative correction of Hi-C data reveals hallmarks of chromosome organization. Nat. Methods 9(10), 999 (2012) Imakaev, M., Fudenberg, G., Mccord, R.P., Naumova, N., Goloborodko, A., Lajoie, B.R.: Iterative correction of Hi-C data reveals hallmarks of chromosome organization. Nat. Methods 9(10), 999 (2012)
18.
go back to reference Grob, S., Grossniklaus, U.: Chromosome conformation capture-based studies reveal novel features of plant nuclear architecture. Curr. Opin. Plant Biol. 36, 149–157 (2017) Grob, S., Grossniklaus, U.: Chromosome conformation capture-based studies reveal novel features of plant nuclear architecture. Curr. Opin. Plant Biol. 36, 149–157 (2017)
19.
go back to reference Rodriguezgranados, N.Y., Ramirezprado, J.S., Veluchamy, A., Latrasse, D., Raynaud, C., Crespi, M.: Put your 3D glasses on: plant chromatin is on show. J. Exp. Bot. 67(11), 89 (2016) Rodriguezgranados, N.Y., Ramirezprado, J.S., Veluchamy, A., Latrasse, D., Raynaud, C., Crespi, M.: Put your 3D glasses on: plant chromatin is on show. J. Exp. Bot. 67(11), 89 (2016)
20.
go back to reference Wang, C., Liu, C., Roqueiro, D., Grimm, D., Schwab, R., Becker, C.: Genome-wide analysis of local chromatin packing in Arabidopsis thaliana. Genome Res. 25(2), 246–256 (2015) Wang, C., Liu, C., Roqueiro, D., Grimm, D., Schwab, R., Becker, C.: Genome-wide analysis of local chromatin packing in Arabidopsis thaliana. Genome Res. 25(2), 246–256 (2015)
21.
go back to reference Mascher, M., Gundlach, H., Himmelbach, A., Beier, S., Twardziok, S.O., Wicker, T.: A chromosome conformation capture ordered sequence of the barley genome. Nature 544(7651), 427 (2017) Mascher, M., Gundlach, H., Himmelbach, A., Beier, S., Twardziok, S.O., Wicker, T.: A chromosome conformation capture ordered sequence of the barley genome. Nature 544(7651), 427 (2017)
22.
go back to reference van Berkum, N.L., Lieberman-Aiden, E., Williams, L., Imakaev, M., Gnirke, A., Mirny, L.A.: Hi-C: a method to study the three-dimensional architecture of genomes. J. Vis. Exp. Jove 39(39), 292–296 (2010) van Berkum, N.L., Lieberman-Aiden, E., Williams, L., Imakaev, M., Gnirke, A., Mirny, L.A.: Hi-C: a method to study the three-dimensional architecture of genomes. J. Vis. Exp. Jove 39(39), 292–296 (2010)
24.
go back to reference Bolger, A.M., Marc, L., Bjoern, U.: Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30(15), 2114–2120 (2014) Bolger, A.M., Marc, L., Bjoern, U.: Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30(15), 2114–2120 (2014)
25.
go back to reference Zhang, Y., An, L., Xu, J., Zhang, B., Zheng, W.J., Hu, M.: Enhancing Hi-C data resolution with deep convolutional neural network HiCPlus. Nat. Commun. 9(1), 750 (2018) Zhang, Y., An, L., Xu, J., Zhang, B., Zheng, W.J., Hu, M.: Enhancing Hi-C data resolution with deep convolutional neural network HiCPlus. Nat. Commun. 9(1), 750 (2018)
26.
go back to reference Li, A., Yin, X., Xu, B., Wang, D., Han, J., Yi, W.: Decoding topologically associating domains with ultra-low resolution Hi-C data by graph structural entropy. Nat. Commun. 9(1), 3265 (2018) Li, A., Yin, X., Xu, B., Wang, D., Han, J., Yi, W.: Decoding topologically associating domains with ultra-low resolution Hi-C data by graph structural entropy. Nat. Commun. 9(1), 3265 (2018)
27.
go back to reference Wang, M., Tu, L., Yuan, D., Zhu, D., Shen, C., Li, J.: Reference genome sequences of two cultivated allotetraploid cottons, Gossypium hirsutum and Gossypium barbadense. Nat. Genet. 51, 224 (2018) Wang, M., Tu, L., Yuan, D., Zhu, D., Shen, C., Li, J.: Reference genome sequences of two cultivated allotetraploid cottons, Gossypium hirsutum and Gossypium barbadense. Nat. Genet. 51, 224 (2018)
28.
go back to reference Nicolas, S., Nelle, V., Lajoie, B.R., Eric, V., Chen, C.J., Jean-Philippe, V.: HiC-Pro: an optimized and flexible pipeline for Hi-C data processing. Genome Biol. 16(1), 259 (2015) Nicolas, S., Nelle, V., Lajoie, B.R., Eric, V., Chen, C.J., Jean-Philippe, V.: HiC-Pro: an optimized and flexible pipeline for Hi-C data processing. Genome Biol. 16(1), 259 (2015)
29.
go back to reference Heinz, S., Benner, C., Spann, N., Bertolino, E., Lin, Y.C., Laslo, P.: Simple combinations of lineage-determining transcription factors prime -regulatory elements required for macrophage and B cell identities. Mol. Cell 38(4), 576–589 (2010) Heinz, S., Benner, C., Spann, N., Bertolino, E., Lin, Y.C., Laslo, P.: Simple combinations of lineage-determining transcription factors prime -regulatory elements required for macrophage and B cell identities. Mol. Cell 38(4), 576–589 (2010)
30.
go back to reference Durand, N., Shamim, M., Machol, I., Rao, S.P., Huntley, M., Lander, E.: Juicer provides a one-click system for analyzing loop-resolution Hi-C experiments. Cell Syst. 3(1), 95–98 (2016) Durand, N., Shamim, M., Machol, I., Rao, S.P., Huntley, M., Lander, E.: Juicer provides a one-click system for analyzing loop-resolution Hi-C experiments. Cell Syst. 3(1), 95–98 (2016)
31.
go back to reference Wingett, S., Ewels, P., Furlan-Magaril, M., Nagano, T., Schoenfelder, S., Fraser, P.: HiCUP: pipeline for mapping and processing Hi-C data. F1000res 4, 1310 (2015) Wingett, S., Ewels, P., Furlan-Magaril, M., Nagano, T., Schoenfelder, S., Fraser, P.: HiCUP: pipeline for mapping and processing Hi-C data. F1000res 4, 1310 (2015)
32.
go back to reference Schmid, M.W., Grob, S., Grossniklaus, U.: HiCdat: a fast and easy-to-use Hi-C data analysis tool. BMC Bioinform. 16(1), 1–6 (2015) Schmid, M.W., Grob, S., Grossniklaus, U.: HiCdat: a fast and easy-to-use Hi-C data analysis tool. BMC Bioinform. 16(1), 1–6 (2015)
33.
go back to reference Serra, F., Baù, D., Goodstadt, M., Castillo, D., Filion, G., Marti-Renom, M.A.: Automatic analysis and 3D-modelling of Hi-C data using TADbit reveals structural features of the fly chromatin colors. PLoS Comput. Biol. 13(7), e1005665 (2017) Serra, F., Baù, D., Goodstadt, M., Castillo, D., Filion, G., Marti-Renom, M.A.: Automatic analysis and 3D-modelling of Hi-C data using TADbit reveals structural features of the fly chromatin colors. PLoS Comput. Biol. 13(7), e1005665 (2017)
34.
go back to reference Dong, P., Tu, X., Chu, P.-Y., Lü, P., Zhu, N., Grierson, D.: 3D chromatin architecture of large plant genomes determined by local A/B compartments. Mol. Plant 10(12), 1497–1509 (2017) Dong, P., Tu, X., Chu, P.-Y., Lü, P., Zhu, N., Grierson, D.: 3D chromatin architecture of large plant genomes determined by local A/B compartments. Mol. Plant 10(12), 1497–1509 (2017)
35.
go back to reference Zhang, L., Zheng, C.Q., Li, T., Xing, L., Zeng, H., Li, T.T.: Building up a robust risk mathematical platform to predict colorectal cancer. Complexity, 14 (2017) Zhang, L., Zheng, C.Q., Li, T., Xing, L., Zeng, H., Li, T.T.: Building up a robust risk mathematical platform to predict colorectal cancer. Complexity, 14 (2017)
36.
go back to reference Yu, M., Ren, B.: The three-dimensional organization of mammalian genomes. Annu. Rev. Cell Dev. Biol. 33(1), 265–289 (2017) Yu, M., Ren, B.: The three-dimensional organization of mammalian genomes. Annu. Rev. Cell Dev. Biol. 33(1), 265–289 (2017)
37.
go back to reference Servant, N., Lajoie, B.R., Nora, E.P., Giorgetti, L., Chen, C.J., Heard, E.: HiTC: exploration of high-throughput ‘C’ experiments. Bioinformatics 28(21), 2843–2844 (2012) Servant, N., Lajoie, B.R., Nora, E.P., Giorgetti, L., Chen, C.J., Heard, E.: HiTC: exploration of high-throughput ‘C’ experiments. Bioinformatics 28(21), 2843–2844 (2012)
38.
go back to reference Zhang, L., Xiao, M., Zhou, J., Yu, J.: Lineage-associated underrepresented permutations (LAUPs) of mammalian genomic sequences based on a Jellyfish-based LAUPs analysis application (JBLA). Bioinformatics 34(21), 3624–3630 (2018) Zhang, L., Xiao, M., Zhou, J., Yu, J.: Lineage-associated underrepresented permutations (LAUPs) of mammalian genomic sequences based on a Jellyfish-based LAUPs analysis application (JBLA). Bioinformatics 34(21), 3624–3630 (2018)
39.
go back to reference Franke, M., Ibrahim, D.M., Andrey, G., Schwarzer, W., Heinrich, V., Schöpflin, R.: Formation of new chromatin domains determines pathogenicity of genomic duplications. Nature 538(7624), 265–269 (2016) Franke, M., Ibrahim, D.M., Andrey, G., Schwarzer, W., Heinrich, V., Schöpflin, R.: Formation of new chromatin domains determines pathogenicity of genomic duplications. Nature 538(7624), 265–269 (2016)
40.
go back to reference Weinreb, C., Raphael, B.J.: Identification of hierarchical chromatin domains. Bioinformatics 32(11), 1601 (2015) Weinreb, C., Raphael, B.J.: Identification of hierarchical chromatin domains. Bioinformatics 32(11), 1601 (2015)
41.
go back to reference Zhang, L., Liu, Y., Wang, M., Wu, Z., Li, N., Zhang, J.: EZH2-, CHD4-, and IDH-linked epigenetic perturbation and its association with survival in glioma patients. J. Mol. Cell Biol. 9(6), 477–488 (2017) Zhang, L., Liu, Y., Wang, M., Wu, Z., Li, N., Zhang, J.: EZH2-, CHD4-, and IDH-linked epigenetic perturbation and its association with survival in glioma patients. J. Mol. Cell Biol. 9(6), 477–488 (2017)
42.
go back to reference Zhang, L., Qiao, M., Gao, H., Hu, B., Tan, H., Zhou, X.: Investigation of mechanism of bone regeneration in a porous biodegradable calcium phosphate (CaP) scaffold by a combination of a multi-scale agent-based model and experimental optimization/validation. Nanoscale 8(31), 14877–14887 (2016) Zhang, L., Qiao, M., Gao, H., Hu, B., Tan, H., Zhou, X.: Investigation of mechanism of bone regeneration in a porous biodegradable calcium phosphate (CaP) scaffold by a combination of a multi-scale agent-based model and experimental optimization/validation. Nanoscale 8(31), 14877–14887 (2016)
43.
go back to reference Zhang, L., Zhang, S.: Using game theory to investigate the epigenetic control mechanisms of embryo development: Comment on: “Epigenetic game theory: How to compute the epigenetic control of maternal-to-zygotic transition” by Qian Wang et al. Phys. Life Rev. 20, 140–142 (2017) Zhang, L., Zhang, S.: Using game theory to investigate the epigenetic control mechanisms of embryo development: Comment on: “Epigenetic game theory: How to compute the epigenetic control of maternal-to-zygotic transition” by Qian Wang et al. Phys. Life Rev. 20, 140–142 (2017)
44.
go back to reference Shin, H., Shi, Y., Dai, C., Tjong, H., Gong, K., Alber, F.: TopDom: an efficient and deterministic method for identifying topological domains in genomes. Nucleic Acids Res. 44(7), e70–e70 (2016) Shin, H., Shi, Y., Dai, C., Tjong, H., Gong, K., Alber, F.: TopDom: an efficient and deterministic method for identifying topological domains in genomes. Nucleic Acids Res. 44(7), e70–e70 (2016)
45.
go back to reference Celine, L.L., Delattre, M., Mary-Huard, T., Robin, S.: Two-dimensional segmentation for analyzing Hi-C data. Bioinformatics 30(17), 386–392 (2014) Celine, L.L., Delattre, M., Mary-Huard, T., Robin, S.: Two-dimensional segmentation for analyzing Hi-C data. Bioinformatics 30(17), 386–392 (2014)
46.
go back to reference Emily, C., Qian, B., Rachel, P.M., Lajoie, B.R., Wheeler, B.S., Ralston, E.J.: Condensin-driven remodelling of X chromosome topology during dosage compensation. Nature 523(7559), 240 (2015) Emily, C., Qian, B., Rachel, P.M., Lajoie, B.R., Wheeler, B.S., Ralston, E.J.: Condensin-driven remodelling of X chromosome topology during dosage compensation. Nature 523(7559), 240 (2015)
47.
go back to reference Wang, X.T., Cui, W., Peng, C.: HiTAD: detecting the structural and functional hierarchies of topologically associating domains from chromatin interactions. Nucleic Acids Res. 45(19), e163 (2017) Wang, X.T., Cui, W., Peng, C.: HiTAD: detecting the structural and functional hierarchies of topologically associating domains from chromatin interactions. Nucleic Acids Res. 45(19), e163 (2017)
48.
go back to reference Mifsud, B., Martincorena, I., Darbo, E., Sugar, R., Schoenfelder, S., Fraser, P.: GOTHiC, a probabilistic model to resolve complex biases and to identify real interactions in Hi-C data. PLoS ONE 12(4), e0174744 (2017) Mifsud, B., Martincorena, I., Darbo, E., Sugar, R., Schoenfelder, S., Fraser, P.: GOTHiC, a probabilistic model to resolve complex biases and to identify real interactions in Hi-C data. PLoS ONE 12(4), e0174744 (2017)
49.
go back to reference Forcato, M., Nicoletti, C., Pal, K., Livi, C.M., Ferrari, F., Bicciato, S.: Comparison of computational methods for Hi-C data analysis. Nat. Methods 14(7), 679 (2017) Forcato, M., Nicoletti, C., Pal, K., Livi, C.M., Ferrari, F., Bicciato, S.: Comparison of computational methods for Hi-C data analysis. Nat. Methods 14(7), 679 (2017)
50.
go back to reference Carty, M., Zamparo, L., Sahin, M., González, A., Pelossof, R., Elemento, O.: An integrated model for detecting significant chromatin interactions from high-resolution Hi-C data. Nat. Commun. 8, 15454 (2017) Carty, M., Zamparo, L., Sahin, M., González, A., Pelossof, R., Elemento, O.: An integrated model for detecting significant chromatin interactions from high-resolution Hi-C data. Nat. Commun. 8, 15454 (2017)
51.
go back to reference Liu, C., Weigel, D.: Chromatin in 3D: progress and prospects for plants. Genome Biol. 16(1), 170 (2015) Liu, C., Weigel, D.: Chromatin in 3D: progress and prospects for plants. Genome Biol. 16(1), 170 (2015)
52.
go back to reference Liu, C., Wang, C., Wang, G., Becker, C., Zaidem, M., Weigel, D.: Genome-wide analysis of chromatin packing in Arabidopsis thaliana at single-gene resolution. Genome Res. 26(8), 1057 (2016) Liu, C., Wang, C., Wang, G., Becker, C., Zaidem, M., Weigel, D.: Genome-wide analysis of chromatin packing in Arabidopsis thaliana at single-gene resolution. Genome Res. 26(8), 1057 (2016)
53.
go back to reference Ay, F., Bailey, T.L., Noble, W.S.: Statistical confidence estimation for Hi-C data reveals regulatory chromatin contacts. Genome Res. 24(6), 999 (2014) Ay, F., Bailey, T.L., Noble, W.S.: Statistical confidence estimation for Hi-C data reveals regulatory chromatin contacts. Genome Res. 24(6), 999 (2014)
54.
go back to reference Lun, A.T.L., Smyth, G.K.: diffHic: a Bioconductor package to detect differential genomic interactions in Hi-C data. BMC Bioinform. 16, 1258 (2015) Lun, A.T.L., Smyth, G.K.: diffHic: a Bioconductor package to detect differential genomic interactions in Hi-C data. BMC Bioinform. 16, 1258 (2015)
55.
go back to reference Hwang, Y.C., Lin, C.F., Valladares, O., Malamon, J., Kuksa, P.P., Zheng, Q.: HIPPIE: a high-throughput identification pipeline for promoter interacting enhancer elements. Bioinformatics 31(8), 1290–1292 (2015) Hwang, Y.C., Lin, C.F., Valladares, O., Malamon, J., Kuksa, P.P., Zheng, Q.: HIPPIE: a high-throughput identification pipeline for promoter interacting enhancer elements. Bioinformatics 31(8), 1290–1292 (2015)
56.
go back to reference Durand, N., Robinson, J., Shamim, M., Machol, I., Mesirov, J., Lander, E.: Juicebox provides a visualization system for Hi-C contact maps with unlimited zoom. Cell Syst. 3(1), 99–101 (2016) Durand, N., Robinson, J., Shamim, M., Machol, I., Mesirov, J., Lander, E.: Juicebox provides a visualization system for Hi-C contact maps with unlimited zoom. Cell Syst. 3(1), 99–101 (2016)
57.
go back to reference Akdemir, K.C., Chin, L.: HiCPlotter integrates genomic data with interaction matrices. Genome Biol. 16(1), 198 (2015) Akdemir, K.C., Chin, L.: HiCPlotter integrates genomic data with interaction matrices. Genome Biol. 16(1), 198 (2015)
Metadata
Title
The Review of Bioinformatics Tool for 3D Plant Genomics Research
Authors
Xiangyu Yang
Zhenghao Li
Jingtian Zhao
Tao Ma
Pengchao Li
Le Zhang
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-20242-2_2

Premium Partner