Display options
Share it on

Cell Syst. 2016 Mar 23;2(3):147-157. doi: 10.1016/j.cels.2016.02.014.

Cross-Disciplinary Network Comparison: Matchmaking Between Hairballs.

Cell systems

Koon-Kiu Yan, Daifeng Wang, Anurag Sethi, Paul Muir, Robert Kitchen, Chao Cheng, Mark Gerstein

Affiliations

  1. Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520; Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520.
  2. Department of Molecular, Cellular and Developmental Biology, Yale University, New Haven, CT 06520; Integrated Graduate Program in Physical and Engineering Biology, Yale University, New Haven, CT 06520.
  3. Department of Genetics, Dartmouth School of Medicine, Hanover NH 03755.
  4. Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520; Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520; Department of Computer Science, Yale University, New Haven, CT 06520.

PMID: 27047991 PMCID: PMC4817108 DOI: 10.1016/j.cels.2016.02.014

Abstract

Biological systems are complex. In particular, the interactions between molecular components often form dense networks that, more often than not, are criticized for being inscrutable 'hairballs'. We argue that one way of untangling these hairballs is through cross-disciplinary network comparison-leveraging advances in other disciplines to obtain new biological insights. In some cases, such comparisons enable the direct transfer of mathematical formalism between disciplines, precisely describing the abstract associations between entities and allowing us to apply a variety of sophisticated formalisms to biology. In cases where the detailed structure of the network does not permit the transfer of complete formalisms between disciplines, comparison of mechanistic interactions in systems for which we have significant day-to-day experience can provide analogies for interpreting relatively more abstruse biological networks. Here, we illustrate how these comparisons benefit the field with a few specific examples related to network growth, organizational hierarchies, and the evolution of adaptive systems.

References

  1. Nature. 2012 Sep 6;489(7414):91-100 - PubMed
  2. Science. 2010 May 14;328(5980):876-8 - PubMed
  3. Proc Natl Acad Sci U S A. 2010 Jul 27;107(30):13485-90 - PubMed
  4. PLoS Biol. 2011 May;9(5):e1001069 - PubMed
  5. Nature. 2008 May 1;453(7191):98-101 - PubMed
  6. BMC Evol Biol. 2003 May 23;3:11 - PubMed
  7. FEBS Lett. 2005 Sep 26;579(23):5140-4 - PubMed
  8. Science. 2002 Oct 25;298(5594):824-7 - PubMed
  9. Mol Cell. 2013 Jan 24;49(2):202-12 - PubMed
  10. Proc Natl Acad Sci U S A. 2013 Apr 9;110(15):6235-9 - PubMed
  11. Cereb Cortex. 2012 Oct;22(10):2227-40 - PubMed
  12. Nat Methods. 2012 Nov;9(11):1069-76 - PubMed
  13. Proc Natl Acad Sci U S A. 2007 May 22;104(21):8685-90 - PubMed
  14. Philos Trans A Math Phys Eng Sci. 2014 Feb 24;372(2012):20130110 - PubMed
  15. PLoS Comput Biol. 2007 Apr 20;3(4):e59 - PubMed
  16. Science. 1999 Oct 15;286(5439):509-12 - PubMed
  17. Nat Rev Genet. 2004 Feb;5(2):101-13 - PubMed
  18. Science. 2006 Dec 22;314(5807):1938-41 - PubMed
  19. PLoS Comput Biol. 2009 Sep;5(9):e1000494 - PubMed
  20. Nat Rev Genet. 2009 Feb;10(2):141-8 - PubMed
  21. Proc Natl Acad Sci U S A. 2011 Feb 1;108(5):1993-7 - PubMed
  22. Chaos. 2013 Jun;23(2):025001 - PubMed
  23. Sci Signal. 2010 Nov 02;3(146):ra79 - PubMed
  24. N Engl J Med. 2007 Jul 26;357(4):404-7 - PubMed
  25. BMC Genomics. 2006 May 05;7:108 - PubMed
  26. BMC Bioinformatics. 2008 Oct 08;9:424 - PubMed
  27. Nat Rev Genet. 2011 Jan;12(1):56-68 - PubMed
  28. Proc Natl Acad Sci U S A. 2008 Jul 22;105(29):9863-8 - PubMed
  29. Science. 2002 Apr 26;296(5568):750-2 - PubMed
  30. Sci STKE. 2002 Mar 05;2002(122):pe11 - PubMed
  31. Science. 2003 Sep 26;301(5641):1866-7 - PubMed
  32. Proc Natl Acad Sci U S A. 2010 Apr 13;107(15):6841-6 - PubMed
  33. Cell. 2005 May 20;121(4):503-4 - PubMed
  34. BMC Biol. 2010 Apr 12;8:40 - PubMed
  35. Nature. 2001 May 3;411(6833):41-2 - PubMed
  36. Oncology (Williston Park). 2013 Jan;27(1):38-44, 46, 48 passim - PubMed
  37. Science. 2015 Feb 20;347(6224):1257601 - PubMed
  38. Proc Natl Acad Sci U S A. 2002 Jun 11;99(12):7821-6 - PubMed
  39. PLoS Comput Biol. 2011 Nov;7(11):e1002190 - PubMed
  40. Nature. 2014 Aug 28;512(7515):453-6 - PubMed
  41. Mol Biosyst. 2009 Dec;5(12):1482-93 - PubMed
  42. Genome Biol. 2014 Aug 28;15(8):R100 - PubMed
  43. Proc Natl Acad Sci U S A. 2007 Mar 27;104(13):5516-20 - PubMed
  44. Proc Natl Acad Sci U S A. 2008 Sep 2;105(35):12763-8 - PubMed
  45. PLoS Comput Biol. 2009 Apr;5(4):e1000353 - PubMed
  46. PLoS Comput Biol. 2012;8(5):e1002511 - PubMed
  47. PLoS Comput Biol. 2008 Aug 15;4(8):e1000117 - PubMed
  48. Life Sci. 2014 Apr 17;101(1-2):10-4 - PubMed
  49. Nucleic Acids Res. 2014 Jul;42(Web Server issue):W137-46 - PubMed
  50. Bioessays. 2005 Oct;27(10):1060-8 - PubMed
  51. J Theor Biol. 2003 May 21;222(2):199-210 - PubMed
  52. Nat Methods. 2013 Nov;10(11):1108-15 - PubMed
  53. PLoS Comput Biol. 2009 Apr;5(4):e1000350 - PubMed
  54. Mol Biol Evol. 2005 Apr;22(4):803-6 - PubMed
  55. PLoS Comput Biol. 2009 Oct;5(10):e1000550 - PubMed
  56. Nat Rev Microbiol. 2014 Jan;12(1):35-48 - PubMed
  57. Science. 2013 Oct 4;342(6154):1235587 - PubMed
  58. Science. 2013 Nov 1;342(6158):1238406 - PubMed
  59. Nature. 2013 Feb 28;494(7438):416-9 - PubMed
  60. PLoS Comput Biol. 2013;9(3):e1002886 - PubMed
  61. Phys Rev E Stat Nonlin Soft Matter Phys. 2001 Jul;64(1 Pt 2):016132 - PubMed
  62. Proc Natl Acad Sci U S A. 2000 Oct 10;97(21):11149-52 - PubMed
  63. Science. 2003 Oct 10;302(5643):249-55 - PubMed
  64. Cell. 2013 Nov 21;155(5):997-1007 - PubMed
  65. J R Soc Interface. 2005 Sep 22;2(4):295-307 - PubMed
  66. Nature. 2000 Jul 27;406(6794):378-82 - PubMed
  67. Proc Natl Acad Sci U S A. 2006 Oct 3;103(40):14724-31 - PubMed
  68. Proc Natl Acad Sci U S A. 2010 May 18;107(20):9186-91 - PubMed
  69. PLoS Comput Biol. 2015 Apr 17;11(4):e1004132 - PubMed
  70. Nature. 1998 Jun 4;393(6684):440-2 - PubMed
  71. Nature. 2005 Feb 3;433(7025):531-7 - PubMed
  72. PLoS One. 2012;7(1):e28805 - PubMed
  73. PLoS Comput Biol. 2011 Jan 06;7(1):e1001050 - PubMed
  74. Cell. 2012 Sep 14;150(6):1274-86 - PubMed
  75. Proc Natl Acad Sci U S A. 2011 Dec 13;108(50):19985-9 - PubMed
  76. Proc Natl Acad Sci U S A. 2005 Sep 27;102(39):13773-8 - PubMed

Publication Types

Grant support