Crossref journal-article
Wiley
The FEBS Journal (311)
Abstract

The newly emerging field of systems biology involves a judicious interplay between high‐throughput ‘wet’ experimentation, computational modelling and technology development, coupled to the world of ideas and theory. This interplay involves iterative cycles, such that systems biology is not at all confined to hypothesis‐dependent studies, with intelligent, principled, hypothesis‐generating studies being of high importance and consequently very far from aimless fishing expeditions. I seek to illustrate each of these facets. Novel technology development in metabolomics can increase substantially the dynamic range and number of metabolites that one can detect, and these can be exploited as disease markers and in the consequent and principled generation of hypotheses that are consistent with the data and achieve this in a value‐free manner. Much of classical biochemistry and signalling pathway analysis has concentrated on the analyses of changes in the concentrations of intermediates, with ‘local’ equations − such as that of Michaelis and Mentenv=({{V}}max·{{S}})/({{S}}+{{K}}m) − that describe individual steps being based solely on the instantaneous values of these concentrations. Recent work using single cells (that are not subject to the intellectually unsupportable averaging of the variable displayed by heterogeneous cells possessing nonlinear kinetics) has led to the recognition that some protein signalling pathways may encode their signals not (just) as concentrations (AM or amplitude‐modulated in a radio analogy) but via changes in the dynamics of those concentrations (the signals are FM or frequency‐modulated). This contributes in principle to a straightforward solution of the crosstalk problem, leads to a profound reassessment of how to understand the downstream effects of dynamic changes in the concentrations of elements in these pathways, and stresses the role of signal processing (and not merely the intermediates) in biological signalling. It is this signal processing that lies at the heart of understanding the languages of cells. The resolution of many of the modern and postgenomic problems of biochemistry requires the development of a myriad of new technologies (and maybe a new culture), and thus regular input from the physical sciences, engineering, mathematics and computer science. One solution, that we are adopting in the Manchester Interdisciplinary Biocentre (http://www.mib.ac.uk/) and the Manchester Centre for Integrative Systems Biology (http://www.mcisb.org/), is thus to colocate individuals with the necessary combinations of skills. Novel disciplines that require such an integrative approach continue to emerge. These include fields such as chemical genomics, synthetic biology, distributed computational environments for biological data and modelling, single cell diagnostics/bionanotechnology, and computational linguistics/text mining.

Bibliography

Kell, D. B. (2006). Metabolomics, modelling and machine learning in systems biology – towards an understanding of the languages of cells. The FEBS Journal, 273(5), 873–894. Portico.

Authors 1
  1. Douglas B. Kell (first)
References 354 Referenced 130
  1. {'key': 'e_1_2_19_2_2', 'volume-title': 'General System Theory', 'author': 'von Bertalanffy L', 'year': '1969'} / General System Theory by von Bertalanffy L (1969)
  2. {'key': 'e_1_2_19_3_2', 'volume-title': 'Toward a General Science of Viable Systems', 'author': 'Iberall AS', 'year': '1972'} / Toward a General Science of Viable Systems by Iberall AS (1972)
  3. 10.1016/0304-4173(79)90018-1
  4. {'key': 'e_1_2_19_5_2', 'volume-title': 'Loose Ends', 'author': 'Brenner S', 'year': '1997'} / Loose Ends by Brenner S (1997)
  5. 10.1016/S0047-6374(02)00164-1
  6. 10.1146/annurev.genom.2.1.343
  7. 10.1126/science.1069492
  8. 10.1038/nature01254
  9. 10.1016/S1359-6446(03)02600-X
  10. 10.1021/cen-v081n020.p045
  11. 10.1038/nbt1020
  12. 10.1002/3527603603
  13. {'key': 'e_1_2_19_14_2', 'volume-title': 'Computational Systems Biology', 'author': 'Kriete A', 'year': '2005'} / Computational Systems Biology by Kriete A (2005)
  14. 10.1017/CBO9780511790515
  15. 10.1016/S0168-9525(02)02765-8
  16. 10.1002/bies.10385
  17. 10.1042/BST0330520
  18. 10.1049/sb:20045009
  19. 10.1126/science.1099962
  20. 10.1049/ip-syb:20050050
  21. 10.1126/science.298.5594.824
  22. 10.1016/S0955-0674(03)00017-6
  23. 10.1016/S0079-6107(02)00046-9
  24. 10.1038/nrg1244
  25. 10.1007/978-1-4684-5311-9_28
  26. 10.1007/978-94-011-4072-0_1
  27. 10.1016/j.mib.2004.04.012
  28. {'key': 'e_1_2_19_29_2', 'first-page': '65', 'volume-title': 'Rate Control of Biological Processes. Symposium of the Society for Experimental Biology', 'author': 'Kacser H', 'year': '1973'} / Rate Control of Biological Processes. Symposium of the Society for Experimental Biology by Kacser H (1973)
  29. 10.1111/j.1432-1033.1974.tb03318.x
  30. 10.1111/j.1574-6968.1986.tb01863.x
  31. 10.1007/978-1-4613-1161-4
  32. {'key': 'e_1_2_19_33_2', 'volume-title': 'Understanding the Control of Metabolism', 'author': 'Fell DA', 'year': '1996'} / Understanding the Control of Metabolism by Fell DA (1996)
  33. {'key': 'e_1_2_19_34_2', 'volume-title': 'Biochemical Systems Analysis: a Study of Function and Design in Molecular Biology', 'author': 'Savageau M', 'year': '1976'} / Biochemical Systems Analysis: a Study of Function and Design in Molecular Biology by Savageau M (1976)
  34. {'key': 'e_1_2_19_35_2', 'volume-title': 'Computational Analysis of Biochemical Systems', 'author': 'Voit EO', 'year': '2000'} / Computational Analysis of Biochemical Systems by Voit EO (2000)
  35. 10.1016/S1535-6108(02)00133-2
  36. {'key': 'e_1_2_19_37_2', 'first-page': '3', 'volume-title': 'System Modeling in Cellular Biology: from Concepts to Nuts and Bolts', 'author': 'Kell DB', 'year': '2005'} / System Modeling in Cellular Biology: from Concepts to Nuts and Bolts by Kell DB (2005)
  37. {'key': 'e_1_2_19_38_2', 'volume-title': 'Computational Modeling of Genetic and Biochemical Networks', 'author': 'Bower JM', 'year': '2004'} / Computational Modeling of Genetic and Biochemical Networks by Bower JM (2004)
  38. 10.1093/bioinformatics/17.3.288
  39. 10.1088/1478-3967/1/3/001
  40. 10.1063/1.1835951
  41. 10.1093/bioinformatics/btg015
  42. 10.1042/BST0311472
  43. 10.1016/S0968-0004(97)01103-1
  44. 10.1093/bioinformatics/14.10.869
  45. 10.1016/S0167-2681(00)00114-1
  46. 10.1007/978-1-4757-3643-4
  47. {'key': 'e_1_2_19_48_2', 'volume-title': 'Genetic Programming: Routine Human‐Competitive Machine Intelligence', 'author': 'Koza JR', 'year': '2003'} / Genetic Programming: Routine Human‐Competitive Machine Intelligence by Koza JR (2003)
  48. 10.1002/aic.690441009
  49. {'key': 'e_1_2_19_50_2', 'first-page': '1', 'article-title': 'Combining inductive logic programming, active learning and robotics to discover the function of genes', 'volume': '5', 'author': 'Bryant CH', 'year': '2001', 'journal-title': 'Electronic Transactions on Artificial Intelligence'} / Electronic Transactions on Artificial Intelligence / Combining inductive logic programming, active learning and robotics to discover the function of genes by Bryant CH (2001)
  50. 10.1613/jair.295
  51. 10.1023/A:1009688513124
  52. 10.1007/BF00993277
  53. 10.1162/neco.1992.4.4.590
  54. {'key': 'e_1_2_19_55_2', 'first-page': '436', 'article-title': '(2001) Active learning with adaptive grids', 'volume': '2130', 'author': 'Milano M', 'year': '2001', 'journal-title': 'Artifical Neural Networks-ICANN Proc'} / Artifical Neural Networks-ICANN Proc / (2001) Active learning with adaptive grids by Milano M (2001)
  55. 10.1038/nature02236
  56. 10.1016/j.tibtech.2004.07.010
  57. 10.1016/S0003-2670(00)84986-7
  58. 10.1093/clinchem/24.12.2115
  59. 10.1021/ac049146x
  60. 10.1126/science.1078517
  61. {'key': 'e_1_2_19_62_2', 'volume-title': 'Case‐Control Studies – Design, Conduct, Analysis', 'author': 'Schlesselman JJ', 'year': '1982'} / Case‐Control Studies – Design, Conduct, Analysis by Schlesselman JJ (1982)
  62. {'key': 'e_1_2_19_63_2', 'volume-title': "Quality Through Design: Experimental Design, Off‐Line Quality Control, and Taguchi's Contribution", 'author': 'Logothetis N', 'year': '1989'} / Quality Through Design: Experimental Design, Off‐Line Quality Control, and Taguchi's Contribution by Logothetis N (1989)
  63. {'key': 'e_1_2_19_64_2', 'volume-title': 'Fundamental Concepts in the Design of Experiments', 'author': 'Hicks CR', 'year': '1999'} / Fundamental Concepts in the Design of Experiments by Hicks CR (1999)
  64. {'key': 'e_1_2_19_65_2', 'volume-title': 'Design and Analysis of Experiments', 'author': 'Montgomery DC', 'year': '2001'} / Design and Analysis of Experiments by Montgomery DC (2001)
  65. {'key': 'e_1_2_19_66_2', 'volume-title': 'Response Surface Methodology: Process and Product Optimization Using Designed Experiments', 'author': 'Myers RH', 'year': '1995'} / Response Surface Methodology: Process and Product Optimization Using Designed Experiments by Myers RH (1995)
  66. 10.1016/S0960-9822(99)80208-5
  67. 10.1104/pp.126.3.943
  68. 10.1023/A:1020342216314
  69. 10.1126/science.1110535
  70. 10.1101/gr.234503
  71. 10.1128/JB.185.9.2692-2699.2003
  72. 10.1101/gr.3364705
  73. 10.1038/84379
  74. 10.1073/pnas.232349399
  75. 10.1089/153623103322452413
  76. 10.1006/jtbi.2003.3071
  77. 10.1016/j.tibtech.2004.06.010
  78. 10.1016/j.copbio.2003.11.003
  79. 10.1529/biophysj.104.050385
  80. 10.1186/1471-2105-6-308
  81. {'key': 'e_1_2_19_82_2', 'volume-title': 'Enzyme Structure and Mechanism', 'author': 'Fersht A', 'year': '1977'} / Enzyme Structure and Mechanism by Fersht A (1977)
  82. {'key': 'e_1_2_19_83_2', 'volume-title': 'Basic Enzyme Kinetics', 'author': 'Keleti T', 'year': '1986'} / Basic Enzyme Kinetics by Keleti T (1986)
  83. {'key': 'e_1_2_19_84_2', 'volume-title': 'Enzyme Kinetics', 'author': 'Segel IH', 'year': '1993'} / Enzyme Kinetics by Segel IH (1993)
  84. {'key': 'e_1_2_19_85_2', 'volume-title': 'Fundamentals of Enzyme Kinetics', 'author': 'Cornish‐Bowden A', 'year': '1995'} / Fundamentals of Enzyme Kinetics by Cornish‐Bowden A (1995)
  85. 10.1111/j.0014-2956.2004.04269.x
  86. {'key': 'e_1_2_19_87_2', 'volume-title': 'System Identification: Theory for the User', 'author': 'Ljung L', 'year': '1987'} / System Identification: Theory for the User by Ljung L (1987)
  87. 10.1016/0303-2647(95)01565-5
  88. {'key': 'e_1_2_19_89_2', 'first-page': '434', 'article-title': 'Reverse engineering of metabolic pathways from observed data using genetic programming', 'author': 'Koza JR', 'year': '2001', 'journal-title': 'Pac Symp Biocomput'} / Pac Symp Biocomput / Reverse engineering of metabolic pathways from observed data using genetic programming by Koza JR (2001)
  89. 10.1101/gr.1262503
  90. 10.1016/j.compchemeng.2004.08.029
  91. 10.1073/pnas.0406811102
  92. 10.1016/S0167-7799(98)01214-1
  93. 10.1038/83496
  94. 10.1023/A:1013713905833
  95. 10.1007/978-1-4615-0333-0
  96. 10.1016/S0031-9422(02)00708-2
  97. 10.1146/annurev.arplant.54.031902.135014
  98. 10.1093/jn/133.12.4260
  99. 10.1038/nrd1157
  100. 10.1016/j.tplants.2004.07.004
  101. 10.1038/nbt1015
  102. 10.1079/BJN20041243
  103. 10.1093/ajcn/82.3.497
  104. 10.1007/b106967
  105. 10.1021/pr049769r
  106. 10.1016/S0021-9673(03)00504-1
  107. 10.1016/j.tibtech.2004.03.007
  108. 10.1016/j.trac.2004.11.021
  109. 10.1039/b418288j
  110. 10.1007/s11306-005-1106-4
  111. 10.1021/ac034669a
  112. {'key': 'e_1_2_19_113_2', 'volume-title': 'The Left Hand of Creation: the Origin and Evolution of the Expanding Universe', 'author': 'Barrow JD', 'year': '1995'} / The Left Hand of Creation: the Origin and Evolution of the Expanding Universe by Barrow JD (1995)
  113. {'key': 'e_1_2_19_114_2', 'volume-title': 'Modern Heuristic Techniques for Combinatorial Problems', 'author': 'Reeves CR', 'year': '1995'} / Modern Heuristic Techniques for Combinatorial Problems by Reeves CR (1995)
  114. {'key': 'e_1_2_19_115_2', 'volume-title': 'Modern Heuristic Search Methods', 'author': 'RaywardSmith VJ', 'year': '1996'} / Modern Heuristic Search Methods by RaywardSmith VJ (1996)
  115. {'key': 'e_1_2_19_116_2', 'volume-title': 'New Ideas in Optimization', 'author': 'Corne D', 'year': '1999'} / New Ideas in Optimization by Corne D (1999)
  116. 10.1007/978-3-322-86853-4
  117. 10.1007/978-3-662-04131-4
  118. 10.1021/ac049684
  119. 10.1887/0750308958
  120. 10.1016/S0167-7799(99)01407-9
  121. 10.7551/mitpress/6090.001.0001
  122. 10.1038/nbt823
  123. 10.1128/AEM.70.10.6157-6165.2004
  124. 10.1038/nrmicro1177
  125. 10.1007/s11306-005-0003-1
  126. 10.1073/pnas.0503955102
  127. 10.1002/cfg.302
  128. 10.1016/S0165-9936(02)00814-2
  129. 10.1093/chromsci/40.5.276
  130. 10.1016/S0021-9673(02)01416-4
  131. 10.1002/rcm.1627
  132. 10.1016/j.jchromb.2004.07.045
  133. 10.1016/j.pbiomolbio.2004.03.002
  134. 10.1126/science.1071914
  135. 10.1016/S0092-8674(02)00703-1
  136. 10.1038/nri887
  137. 10.1210/rp.58.1.95
  138. 10.1074/jbc.M500437200
  139. 10.1242/jcs.115.6.1137
  140. 10.1016/j.compchemeng.2004.08.009
  141. 10.1007/BF00430362
  142. 10.1128/MMBR.60.4.641-696.1996
  143. 10.1126/science.1113319
  144. 10.1126/science.1112304
  145. 10.1002/cfg.411
  146. 10.1016/S1369-5274(03)00033-X
  147. 10.1073/pnas.0306752101
  148. 10.1039/b403134b
  149. 10.1126/science.1110797
  150. 10.1016/S1569-2558(08)60246-5
  151. {'key': 'e_1_2_19_152_2', 'volume-title': 'Cell Architecture and Metabolic Channeling', 'author': 'Ovádi J', 'year': '1995'} / Cell Architecture and Metabolic Channeling by Ovádi J (1995)
  152. {'key': 'e_1_2_19_153_2', 'volume-title': 'Channelling in Intermediary Metabolism', 'author': 'Agius L', 'year': '1997'} / Channelling in Intermediary Metabolism by Agius L (1997)
  153. 10.1016/S0074-7696(08)60529-X
  154. 10.1073/pnas.0930314100
  155. 10.1073/pnas.83.13.4734
  156. 10.1080/00150198808227005
  157. 10.1016/0302-4598(90)85013-8
  158. 10.1016/0302-4598(96)05065-9
  159. {'key': 'e_1_2_19_160_2', 'first-page': '335', 'volume-title': 'Nonlinear Dielectric Phenomena in Complex Liquids', 'author': 'Kell DB', 'year': '2004'} / Nonlinear Dielectric Phenomena in Complex Liquids by Kell DB (2004)
  160. {'key': 'e_1_2_19_161_2', 'first-page': 'R1', 'article-title': 'Network thermodynamics: a candidate for a common language for theoretical and experimental biology', 'volume': '245', 'author': 'Mikulecky DC', 'year': '1983', 'journal-title': 'Am J Physiol'} / Am J Physiol / Network thermodynamics: a candidate for a common language for theoretical and experimental biology by Mikulecky DC (1983)
  161. 10.1016/S0097-8485(01)00072-9
  162. {'key': 'e_1_2_19_163_2', 'volume-title': 'Thermodynamics and Control of Biological Free Energy Transduction', 'author': 'Westerhoff HV', 'year': '1987'} / Thermodynamics and Control of Biological Free Energy Transduction by Westerhoff HV (1987)
  163. KozaJR MydlowecW LanzaG YuJ&KeaneMA(2001) Automatic synthesis of both the topology and sizing of metabolic pathways using genetic programming. Proceedings of the. GECCO‐2001. (SpectorL GoodmanED WuA LangdonWB GeneralM SenS DorigoM PezeshkS GarzonMH&BurkeE eds) pp.57–65.Morgan Kaufmann San Francisco.
  164. 10.1038/35103078
  165. 10.1126/science.1069981
  166. 10.1002/bit.20142
  167. 10.1002/cbic.200400178
  168. 10.1126/science.1089167
  169. 10.1073/pnas.0503610102
  170. 10.1038/35053181
  171. 10.1088/0031-9155/32/8/001
  172. {'key': 'e_1_2_19_173_2', 'volume-title': 'Passive and Active Filters: Theory and Implementations', 'author': 'Chen W‐K', 'year': '1986'} / Passive and Active Filters: Theory and Implementations by Chen W‐K (1986)
  173. 10.1016/S0022-2836(03)00506-0
  174. 10.1038/ng881
  175. 10.1073/pnas.2133841100
  176. 10.1038/43199
  177. 10.1038/35018085
  178. 10.1186/1471-2105-3-38
  179. 10.1006/jtbi.2002.2537
  180. 10.1016/S0092-8240(03)00002-8
  181. 10.1073/pnas.1536783100
  182. 10.1038/nrg1471
  183. 10.1002/cbic.200400126
  184. 10.1016/j.cell.2004.09.008
  185. 10.1016/j.jtbi.2005.01.023
  186. 10.1093/bioinformatics/bti348
  187. 10.1073/pnas.0501094102
  188. 10.1093/bioinformatics/bti718
  189. 10.1002/yea.1047
  190. 10.1186/gb-2002-3-9-research0046
  191. 10.1038/nbt926
  192. 10.1186/1471-2164-5-68
  193. 10.1002/pmic.200300496
  194. 10.1002/pmic.200300694
  195. 10.1038/nbt1041
  196. 10.1038/nbt0705-833
  197. 10.1093/bioinformatics/bth189
  198. 10.1093/bioinformatics/17.2.115
  199. 10.1186/1471-2105-6-235
  200. 10.1038/nbt0905-1095
  201. 10.1147/sj.402.0532
  202. 10.1089/153623103322637670
  203. 10.1093/bioinformatics/bth361
  204. {'key': 'e_1_2_19_205_2', 'article-title': 'KDE Bioscience: Platform for bioinformatics analysis workflows', 'author': 'Lu Q', 'year': '2005', 'journal-title': 'J Biomed Inform'} / J Biomed Inform / KDE Bioscience: Platform for bioinformatics analysis workflows by Lu Q (2005)
  205. 10.1093/bib/3.4.331
  206. 10.1016/S1359-6446(05)03481-1
  207. 10.1104/pp.104.059170
  208. 10.1016/S0958-1669(01)00273-7
  209. 10.1016/j.tibtech.2004.04.008
  210. 10.1126/science.303.5655.158
  211. 10.1038/scientificamerican0504-75
  212. 10.1517/14712598.5.11.1409
  213. 10.1038/nrg1637
  214. 10.1063/1.1345702
  215. 10.1038/nature01257
  216. 10.1146/annurev.bioeng.5.040202.121553
  217. 10.1126/science.2047876
  218. 10.1126/science.1904627
  219. 10.1016/0167-7799(93)90099-U
  220. 10.1016/S0167-7799(99)01376-1
  221. 10.1073/pnas.032681699
  222. 10.1038/nrd1256
  223. 10.1104/pp.103.022004
  224. 10.1126/science.6572017
  225. 10.1016/0968-0004(89)90070-4
  226. 10.1002/pro.5560030405
  227. 10.1016/0168-1656(95)00010-N
  228. 10.1126/science.278.5335.82
  229. 10.1002/(SICI)1097-0282(1998)47:1<41::AID-BIP6>3.0.CO;2-X
  230. 10.1021/ar970004h
  231. 10.1016/j.sbi.2004.06.002
  232. 10.1016/j.compchemeng.2004.07.037
  233. 10.1126/science.1112160
  234. 10.1126/science.1113801
  235. 10.1021/ar960298r
  236. 10.1016/S1367-5931(01)00261-7
  237. 10.1021/cr990120t
  238. 10.1016/j.sbi.2004.07.001
  239. 10.1038/370389a0
  240. 10.1073/pnas.91.22.10747
  241. 10.1038/380548a0
  242. 10.1073/pnas.170297297
  243. 10.1002/(SICI)1521-3765(20000204)6:3<407::AID-CHEM407>3.0.CO;2-Y
  244. 10.1016/S0968-0004(00)01755-2
  245. 10.1038/35051731
  246. 10.1039/b311055a
  247. {'key': 'e_1_2_19_248_2', 'first-page': '215', 'volume-title': 'Recent Advances in Simulated Evolution and Learning', 'author': 'Oates MJ', 'year': '2003'} / Recent Advances in Simulated Evolution and Learning by Oates MJ (2003)
  248. 10.1146/annurev.biochem.73.011303.073717
  249. 10.1016/j.copbio.2004.05.004
  250. 10.1007/s00018-004-4234-5
  251. 10.1016/j.bioeng.2005.02.002
  252. 10.1002/anie.200500767
  253. 10.1016/S0076-6879(96)67022-0
  254. 10.1016/S1084-8592(99)80014-9
  255. 10.1093/clinchem/45.9.1628
  256. 10.1021/ar960167q
  257. 10.1126/science.287.5454.820
  258. 10.1021/ja992393b
  259. 10.1021/ja0038171
  260. 10.1016/S1074-5521(02)00286-7
  261. 10.1093/nar/gnf107
  262. 10.1002/1522-2683(200205)23:9<1335::AID-ELPS1335>3.0.CO;2-E
  263. {'key': 'e_1_2_19_264_2', 'first-page': '810', 'article-title': 'New trends in affinity sensing: aptamers for ligand binding', 'volume': '22', 'author': 'Luzi E', 'year': '2003', 'journal-title': 'Trac'} / Trac / New trends in affinity sensing: aptamers for ligand binding by Luzi E (2003)
  264. 10.1002/cbic.200300648
  265. 10.1002/cbic.200400026
  266. 10.1021/ja032013t
  267. 10.1016/j.cbpa.2005.06.011
  268. 10.1002/cbic.200400299
  269. {'key': 'e_1_2_19_270_2', 'first-page': '137', 'article-title': 'Allosteric aptamers and aptazymes as probes for screening approaches', 'volume': '7', 'author': 'Famulok M', 'year': '2005', 'journal-title': 'Curr Opin Mol Ther'} / Curr Opin Mol Ther / Allosteric aptamers and aptazymes as probes for screening approaches by Famulok M (2005)
  270. 10.1002/anie.200461848
  271. 10.1016/j.ymeth.2005.07.001
  272. 10.1021/ja043003a
  273. 10.1016/j.bios.2004.11.006
  274. 10.1007/s00253-005-0193-5
  275. 10.1042/bj2120025
  276. {'key': 'e_1_2_19_277_2', 'first-page': '57', 'article-title': 'A control theoretical analysis of inhibitor titrations of metabolic channelling', 'volume': '5', 'author': 'Westerhoff HV', 'year': '1988', 'journal-title': 'Comments Mol Cell Biophys'} / Comments Mol Cell Biophys / A control theoretical analysis of inhibitor titrations of metabolic channelling by Westerhoff HV (1988)
  277. 10.1016/S0968-0896(98)00126-6
  278. 10.1016/S0968-0004(99)01425-5
  279. 10.1038/35038557
  280. 10.1016/S0167-7799(00)01499-2
  281. {'key': 'e_1_2_19_282_2', 'first-page': '33', 'article-title': 'Chemical genomics: a systematic approach in biological research and drug discovery', 'volume': '4', 'author': 'Zheng XF', 'year': '2002', 'journal-title': 'Curr Issues Mol Biol'} / Curr Issues Mol Biol / Chemical genomics: a systematic approach in biological research and drug discovery by Zheng XF (2002)
  282. 10.1016/S0163-7258(03)00059-7
  283. 10.1016/S1359-6446(02)02325-5
  284. 10.1016/S0165-6147(03)00225-6
  285. 10.1517/phgs.4.3.257.22692
  286. 10.1186/gb-2004-5-9-240
  287. 10.2174/0929867043363848
  288. 10.1016/j.cbpa.2004.06.011
  289. 10.1517/14728222.8.6.653
  290. 10.2165/00129785-200404050-00004
  291. 10.1039/b312875j
  292. 10.1146/annurev.genom.6.080604.162136
  293. 10.2174/1386207043328319
  294. {'key': 'e_1_2_19_295_2', 'first-page': '8930', 'article-title': 'Combinatorial efficacy achieved through two‐point blockade within a signaling pathway‐a chemical genetic approach', 'volume': '63', 'author': 'Fan QW', 'year': '2003', 'journal-title': 'Cancer Res'} / Cancer Res / Combinatorial efficacy achieved through two‐point blockade within a signaling pathway‐a chemical genetic approach by Fan QW (2003)
  295. 10.2174/1386207043328391
  296. 10.1007/978-0-387-21606-5
  297. {'key': 'e_1_2_19_298_2', 'volume-title': 'Data Mining: Concepts and Techniques.', 'author': 'Han J', 'year': '2001'} / Data Mining: Concepts and Techniques. by Han J (2001)
  298. {'key': 'e_1_2_19_299_2', 'volume-title': 'Text Mining in Biology and Biomedicine', 'author': 'Ananiadou S', 'year': '2006'} / Text Mining in Biology and Biomedicine by Ananiadou S (2006)
  299. {'key': 'e_1_2_19_300_2', 'first-page': '29', 'article-title': 'Medical literature as a potential source of new knowledge', 'volume': '78', 'author': 'Swanson DR', 'year': '1990', 'journal-title': 'Bull Medical Libr Assoc'} / Bull Medical Libr Assoc / Medical literature as a potential source of new knowledge by Swanson DR (1990)
  300. 10.1093/bioinformatics/18.12.1553
  301. 10.1093/bioinformatics/btg105
  302. 10.1093/bioinformatics/bth386
  303. 10.1093/bioinformatics/btg452
  304. 10.1089/1536231041388366
  305. 10.1016/j.jbi.2003.10.001
  306. 10.1126/stke.2832005pe21
  307. 10.1093/bioinformatics/bti187
  308. 10.1093/bib/6.3.239
  309. {'key': 'e_1_2_19_310_2', 'volume-title': 'Green Fluorescent Protein: Properties, Applications, and Protocols', 'author': 'Chalfie M', 'year': '1998'} / Green Fluorescent Protein: Properties, Applications, and Protocols by Chalfie M (1998)
  310. 10.1074/mcp.R500009-MCP200
  311. 10.1074/jbc.M301333200
  312. 10.1038/430976a
  313. 10.1021/cr030067f
  314. 10.1073/pnas.47.12.1981
  315. 10.1074/jbc.274.23.15967
  316. 10.1177/108705719900400609
  317. 10.1177/1087057102239669
  318. 10.1016/j.ab.2004.01.012
  319. 10.1016/j.ab.2003.12.023
  320. 10.1517/14622416.6.4.373
  321. 10.1038/nature03959
  322. 10.1126/science.1117389
  323. {'key': 'e_1_2_19_324_2', 'volume-title': 'From Being to Becoming: Time and Complexity in the Physical Sciences', 'author': 'Prigogine I', 'year': '1980'} / From Being to Becoming: Time and Complexity in the Physical Sciences by Prigogine I (1980)
  324. {'key': 'e_1_2_19_325_2', 'volume-title': 'The Arrow of Time', 'author': 'Coveney P', 'year': '1990'} / The Arrow of Time by Coveney P (1990)
  325. {'key': 'e_1_2_19_326_2', 'volume-title': 'Self‐organization in Nonequilibrium Systems: From Dissipative Structures to Order Through Fluctuations', 'author': 'Nicolis G', 'year': '1977'} / Self‐organization in Nonequilibrium Systems: From Dissipative Structures to Order Through Fluctuations by Nicolis G (1977)
  326. 10.1093/oso/9780195079517.001.0001 / The Origins of Order by Kauffman SA (1993)
  327. {'key': 'e_1_2_19_328_2', 'volume-title': 'Emergence.', 'author': 'Holland JH', 'year': '1998'} / Emergence. by Holland JH (1998)
  328. {'key': 'e_1_2_19_329_2', 'volume-title': 'Emergence: the Connected Lives of Ants, Brains, Cities and Software.', 'author': 'Johnson S', 'year': '2001'} / Emergence: the Connected Lives of Ants, Brains, Cities and Software. by Johnson S (2001)
  329. {'key': 'e_1_2_19_330_2', 'volume-title': 'Linked: the New Science of Networks', 'author': 'Barabási A‐L', 'year': '2002'} / Linked: the New Science of Networks by Barabási A‐L (2002)
  330. {'key': 'e_1_2_19_331_2', 'volume-title': 'Nexus: Small Worlds and the Groundbreaking Science of Networks', 'author': 'Buchanan M', 'year': '2002'} / Nexus: Small Worlds and the Groundbreaking Science of Networks by Buchanan M (2002)
  331. {'key': 'e_1_2_19_332_2', 'volume-title': 'Frontiers of Complexity', 'author': 'Coveney PV', 'year': '1995'} / Frontiers of Complexity by Coveney PV (1995)
  332. {'key': 'e_1_2_19_333_2', 'volume-title': 'At Home in the Universe: the Search for Laws of Self‐Organization and Complexity', 'author': 'Kauffman SA', 'year': '1995'} / At Home in the Universe: the Search for Laws of Self‐Organization and Complexity by Kauffman SA (1995)
  333. {'key': 'e_1_2_19_334_2', 'volume-title': 'Signs of Life: How Complexity Pervades Biology', 'author': 'Solé R', 'year': '2000'} / Signs of Life: How Complexity Pervades Biology by Solé R (2000)
  334. 10.4324/9780203470855_chapter_4
  335. {'key': 'e_1_2_19_336_2', 'volume-title': 'Causality: Models, Reasoning and Inference', 'author': 'Pearl J', 'year': '2000'} / Causality: Models, Reasoning and Inference by Pearl J (2000)
  336. {'key': 'e_1_2_19_337_2', 'volume-title': "Cause and Correlation in Biology. A User's Guide to Path Analysis, Structural Equations and Causal Inference", 'author': 'Shipley B', 'year': '2001'} / Cause and Correlation in Biology. A User's Guide to Path Analysis, Structural Equations and Causal Inference by Shipley B (2001)
  337. {'key': 'e_1_2_19_338_2', 'volume-title': 'Information Theory, Inference and Learning Algorithms', 'author': 'Mackay DJC', 'year': '2003'} / Information Theory, Inference and Learning Algorithms by Mackay DJC (2003)
  338. {'key': 'e_1_2_19_339_2', 'volume-title': 'A Different Universe: Reinventing Physics from the Bottom Down', 'author': 'Laughlin RB', 'year': '2005'} / A Different Universe: Reinventing Physics from the Bottom Down by Laughlin RB (2005)
  339. {'key': 'e_1_2_19_340_2', 'first-page': '15', 'article-title': 'No turning back, Reductonism and Biological Complexity', 'author': 'Kell DB', 'year': '1991', 'journal-title': 'Times Higher Educational'} / Times Higher Educational / No turning back, Reductonism and Biological Complexity by Kell DB (1991)
  340. 10.1006/mben.2001.0192
  341. 10.1093/bioinformatics/17.suppl_1.S215
  342. 10.1016/S0168-9525(02)02692-6
  343. 10.1073/pnas.192442699
  344. 10.1016/S0167-7799(03)00140-9
  345. 10.1038/ng1165
  346. 10.1093/bioinformatics/bti255
  347. 10.1126/science.1105809
  348. CorneD JerramNR KnowlesJ&OatesM(2001) PESA‐II: Region‐based selection in evolutionary multiobjective optimization. Paper presented at the GECCO – Proceedings of the Genetic and Evolutionary Computation Conference San Francisco. CA.
  349. 10.1006/bioo.1995.1030
  350. 10.1042/bj3110035
  351. 10.1002/(SICI)1097-0290(19980420)58:2/3<121::AID-BIT2>3.0.CO;2-N
  352. 10.1038/nbt0302-243
  353. 10.1016/S1367-5931(99)00025-3
  354. 10.1073/pnas.1337088100
Dates
Type When
Created 19 years, 6 months ago (Feb. 14, 2006, 7:12 a.m.)
Deposited 1 year, 7 months ago (Feb. 2, 2024, 5:22 p.m.)
Indexed 1 month ago (July 31, 2025, 11:46 p.m.)
Issued 19 years, 6 months ago (Feb. 14, 2006)
Published 19 years, 6 months ago (Feb. 14, 2006)
Published Online 19 years, 6 months ago (Feb. 14, 2006)
Published Print 19 years, 6 months ago (March 1, 2006)
Funders 0

None

@article{Kell_2006, title={Metabolomics, modelling and machine learning in systems biology – towards an understanding of the languages of cells: Delivered on 3 July 2005 at the 30th FEBS Congress and 9th IUBMB conference in Budapest}, volume={273}, ISSN={1742-4658}, url={http://dx.doi.org/10.1111/j.1742-4658.2006.05136.x}, DOI={10.1111/j.1742-4658.2006.05136.x}, number={5}, journal={The FEBS Journal}, publisher={Wiley}, author={Kell, Douglas B.}, year={2006}, month=feb, pages={873–894} }