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Bistability

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1292: 1364: 1316: 1304: 1614: 1352: 126: 33: 1340: 913: 1328: 1178:(Shh), a secreted signaling molecule, which plays a critical role in development. Shh functions in diverse processes in development, including patterning limb bud tissue differentiation. The Shh signaling network behaves as a bistable switch, allowing the cell to abruptly switch states at precise Shh concentrations. 1279:
is an elaboration—a multi-stable "over center" system used to create irreversible motion. The pawl goes over center as it is turned in the forward direction. In this case, "over center" refers to the ratchet being stable and "locked" in a given position until clicked forward again; it has nothing to
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Bistability as applied in the design of mechanical systems is more commonly said to be "over centre"—that is, work is done on the system to move it just past the peak, at which point the mechanism goes "over centre" to its secondary stable position. The result is a toggle-type action- work applied to
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Bistability can be modified to be more robust and to tolerate significant changes in concentrations of reactants, while still maintaining its "switch-like" character. Feedback on both the activator of a system and inhibitor make the system able to tolerate a wide range of concentrations. An example
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is an attribute of certain optical devices where two resonant transmissions states are possible and stable, dependent on the input. Bistability can also arise in biochemical systems, where it creates digital, switch-like outputs from the constituent chemical concentrations and activities. It is often
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gives rise to a pair of new fixed points emerging, one stable and the other unstable, at a critical value of the parameter. The unstable solution can then form another saddle-node bifurcation with the initial stable solution at a higher value of the parameter, leaving only the higher fixed solution.
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oocyte maturation, mammalian calcium signal transduction, and polarity in budding yeast, incorporate multiple positive feedback loops with different time scales (slow and fast). Having multiple linked positive feedback loops with different time scales ("dual-time switches") allows for (a) increased
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Bistability can be generated by a positive feedback loop with an ultrasensitive regulatory step. Positive feedback loops, such as the simple X activates Y and Y activates X motif, essentially link output signals to their input signals and have been noted to be an important regulatory motif in
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Bistability can also arise in a biochemical system only for a particular range of parameter values, where the parameter can often be interpreted as the strength of the feedback. In several typical examples, the system has only one stable fixed point at low values of the parameter. A
153:. The switch lever is designed to rest in the "on" or "off" position, but not between the two. Bistable behavior can occur in mechanical linkages, electronic circuits, nonlinear optical systems, chemical reactions, and physiological and biological systems. 172:, an unstable equilibrium point, must lie between the two minima. At rest, a particle will be in one of the minimum equilibrium positions, because that corresponds to the state of lowest energy. The maximum can be visualized as a barrier between them. 1271:
An even more common example of an over-center device is an ordinary electric wall switch. These switches are often designed to snap firmly into the "on" or "off" position once the toggle handle has been moved a certain distance past the center-point.
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loop wherein the Gli transcription factors activate the enhanced transcription of a repressor (Ptc). This signaling network illustrates the simultaneous positive and negative feedback loops whose exquisite sensitivity helps create a bistable switch.
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to show practically how to see bistability captured by a saddle-node bifurcation diagram and the hysteresis behaviours when the bifurcation parameter is increased or decreased slowly over the tipping points and a protein gets turned 'On' or turned
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transcription is activated by Shh, and their gene products act as transcriptional activators for their own expression and for targets downstream of Shh signaling. Simultaneously, the Shh signaling network is controlled by a
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are a common method of achieving an "over centre" action. A spring attached to a simple two position ratchet-type mechanism can create a button or plunger that is clicked or toggled between two mechanical states. Many
1236:, which is bi-stability in the frequency space. Here trajectories can shoot between two stable limit cycles, and thus show similar characteristics as normal bi-stability when measured inside a Poincare section. 377: 1164:, thus allowing for progression of a cell into mitosis. Without this double feedback, the system would still be bistable, but would not be able to tolerate such a wide range of concentrations. 320: 875: 2226:
Nielsen; Dolganov, Nadia A.; Rasmussen, Thomas; Otto, Glen; Miller, Michael C.; Felt, Stephen A.; Torreilles, Stéphanie; Schoolnik, Gary K.; et al. (2010). Isberg, Ralph R. (ed.).
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cellular signal transduction because positive feedback loops can create switches with an all-or-nothing decision. Studies have shown that numerous biological systems, such as
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Thus, at values of the parameter between the two critical values, the system has two stable solutions. An example of a dynamical system that demonstrates similar features is
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Three-dimensional invariant measure for cellular-differentiation featuring a two-stable mode. The axes denote cell counts for three types of cells: progenitor (
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of this in cell biology is that activated CDK1 (Cyclin Dependent Kinase 1) activates its activator Cdc25 while at the same time inactivating its inactivator,
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Ket Hing Chong; Sandhya Samarasinghe; Don Kulasiri & Jie Zheng (2015). "Computational techniques in mathematical modelling of biological switches".
1229:. In an ensemble average over the population, the result may simply look like a smooth transition, thus showing the value of single-cell resolution. 1966:
Wang, Yu-Chiun; Ferguson, Edwin L. (10 March 2005). "Spatial bistability of Dpp–receptor interactions during Drosophila dorsal–ventral patterning".
121:. A ball located at this point, ball 3, is in equilibrium but unstable; the slightest disturbance will cause it to move to one of the stable points. 2124:
Lai, K., M.J. Robertson, and D.V. Schaffer, The sonic hedgehog signaling system as a bistable genetic switch. Biophys J, 2004. 86(5): pp. 2748–57.
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A system can transition from one state of minimal energy to the other if it is given enough activation energy to penetrate the barrier (compare
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Lopes, Francisco J. P.; Vieira, Fernando M. C.; Holloway, David M.; Bisch, Paulo M.; Spirov, Alexander V.; Ohler, Uwe (26 September 2008).
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A ratchet in action. Each tooth in the ratchet together with the regions to either side of it constitutes a simple bistable mechanism.
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Elf, J.; Ehrenberg, M. (2004). "Spontaneous separation of bi-stable biochemical systems into spatial domains of opposite phases".
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regulation: two switches that have independent changeable activation and deactivation times; and (b) noise filtering.
1801:"Detection of multistability, bifurcations, and hysteresis in a large class of biological positive-feedback systems" 1748:
Ferrell JE Jr.; Machleder EM (1998). "The biochemical basis of an all-or-none cell fate switch in Xenopus oocytes".
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Bistability can only arise in biological and chemical systems if three necessary conditions are fulfilled: positive
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Bistability is key for understanding basic phenomena of cellular functioning, such as decision-making processes in
257: 1512:; Gardner, Timothy S.; Cantor, Charles R. (2000). "Construction of a genetic toggle switch in Escherichia coli". 815: 1253:
the system below a threshold sufficient to send it 'over center' results in no change to the mechanism's state.
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The tutorial provides a simple example illustration of bistability using a synthetic toggle switch proposed in
985: 248: 1221:. On a population level, if many realisations of a bistable system are considered (e.g. many bistable cells ( 1018: 203: 20: 2277: 1613: 2228:"A Bistable Switch and Anatomical Site Control Vibrio cholerae Virulence Gene Expression in the Intestine" 1571:"Solution of the chemical master equation by radial basis functions approximation with interface tracking" 1503:
For detailed techniques of mathematical modelling of bistability, see the tutorial by Chong et al. (2015)
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approaches −1 over time. Thus, the dynamics are "bistable". The final state of the system can be either
219: 1171:(the fruit fly). Examples are anterior-posterior and dorso-ventral axis formation and eye development. 2078:"Modeling bistable cell-fate choices in the Drosophila eye: qualitative and quantitative perspectives" 2030: 1975: 1920: 1812: 1757: 1521: 1226: 1207: 211: 2278:"Snap bracelets from tape measures - Bistable structures | Experiments | Naked Scientists" 1265: 2314: 1404: 231: 195: 149:
can be resting in either of two states. An example of a mechanical device which is bistable is a
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of binary data, with one state representing a "0" and the other state a "1". It is also used in
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Bistable chemical systems have been studied extensively to analyze relaxation kinetics,
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for the chemical case). After the barrier has been reached, assuming the system has
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Umulis, D. M.; Mihaela Serpe; Michael B. O’Connor; Hans G. Othmer (1 August 2006).
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Graham, T. G. W.; Tabei, S. M. A.; Dinner, A. R.; Rebay, I. (22 June 2010).
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The appearance of a bistable region can be understood for the model system
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O. Brandman, J. E. Ferrell Jr., R. Li, T. Meyer, Science 310, 496 (2005).
1423: 1196: 207: 1987: 1422:, a bistable reflective display technology found in mirasol displays by 2093: 184: 2179:"Stochastic transitions in a bistable reaction system on the membrane" 1533: 993: 568:), while the other two points are stable. The direction of change of 1167:
Bistability has also been described in the embryonic development of
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do with the ratchet being unable to turn in the reverse direction.
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approaches 1 over time, but if the initial condition is negative (
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A prime example of bistability in biological systems is that of
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This system describes a ball rolling down a curve with shape
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Kochanczyk, M.; Jaruszewicz, J.; Lipniacki, T. (July 2013).
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retractable pens employ this type of bistable mechanism.
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Quality of a system having two stable equilibrium states
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Angeli, David; Ferrell, JE; Sontag, Eduardo D (2003).
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Academic Press Dictionary of Science and Technology
976:). Pro-osteoblast stimulus promotes P→O transition. 1148: 1128: 1105: 1000:diseases as well as in the origin of new species ( 968: 948: 928: 896: 869: 801: 772: 746: 717: 682: 653: 618: 589: 560: 534: 508: 478: 452: 423: 397: 371: 314: 113: 86: 59: 1627:Ghaffarizadeh A, Flann NS, Podgorski GJ (2014). 1505:http://www.mssanz.org.au/modsim2015/C2/chong.pdf 202:data. It is the essential characteristic of the 160:field, bistability stems from the fact that the 2023:Proceedings of the National Academy of Sciences 1569:Kryven, I.; Röblitz, S.; Schütte, Ch. (2015). 40:of a bistable system; it has two local minima 1473:Advanced Quantum Mechanics: A Practical Guide 1449:. Gulf Professional publishing. p. 267. 8: 315:{\displaystyle {\frac {dy}{dt}}=y(1-y^{2}).} 1556:http://www.math.pitt.edu/~bard/xpp/xpp.html 1476:. Cambridge University Press. p. 291. 1232:A specific type of instability is known as 870:{\displaystyle {\frac {dy}{dt}}=y(r-y^{2})} 597:over time depends on the initial condition 251:, one of the simplest bistable systems is 2253: 2243: 2202: 2101: 2052: 2042: 1942: 1932: 1883: 1834: 1824: 1710: 1700: 1678: 1676: 1674: 1654: 1644: 1596: 1586: 1141: 1121: 1088: 1071: 1065: 1045: 1035: 1032: 1030: 961: 941: 921: 889: 858: 819: 817: 785: 759: 730: 695: 666: 631: 626:. If the initial condition is positive ( 602: 573: 547: 521: 495: 465: 436: 410: 384: 358: 352: 338: 332: 330: 300: 261: 259: 105: 99: 78: 72: 51: 45: 1470:Nazarov, Yuli V.; Danon, Jeroen (2013). 1435: 1287: 1156:is the parameter, acting as the input. 809:, depending on the initial conditions. 2183:Journal of the Royal Society Interface 7: 1217:Bistability is often accompanied by 379:, and has three equilibrium points: 214:. A bistable device can store one 1046: 1036: 908:In biological and chemical systems 129:Light switch, a bistable mechanism 14: 1420:Interferometric modulator display 1612: 1362: 1350: 1338: 1326: 1314: 1302: 1290: 877:which undergoes a supercritical 247:In the mathematical language of 1443:Morris, Christopher G. (1992). 1204:non-equilibrium thermodynamics 864: 845: 741: 735: 706: 700: 677: 671: 642: 636: 613: 607: 584: 578: 306: 287: 194:Bistability is widely used in 1: 2245:10.1371/journal.ppat.1001102 1934:10.1371/journal.pcbi.1000184 1770:10.1126/science.280.5365.895 1357:Safety hammer of a revolver 1225:)), one typically observes 2331: 1913:PLOS Computational Biology 1646:10.1186/1471-2105-15-s7-s7 535:{\displaystyle y\approx 0} 18: 1876:10.1016/j.cub.2008.02.035 1588:10.1186/s12918-015-0210-y 718:{\displaystyle y(0)<0} 654:{\displaystyle y(0)>0} 143:stable equilibrium states 141:means the system has two 986:cellular differentiation 249:dynamic systems analysis 2044:10.1073/pnas.0510398103 1858:Ferrell JE Jr. (2008). 1826:10.1073/pnas.0308265100 1297:An animal foothold trap 1169:Drosophila melanogaster 1019:saddle-node bifurcation 21:Flip-flop (electronics) 2195:10.1098/rsif.2013.0151 1702:10.1186/1752-0509-3-90 1249: 1150: 1130: 1107: 977: 970: 950: 930: 898: 871: 803: 774: 748: 719: 684: 655: 620: 591: 562: 536: 510: 480: 454: 425: 399: 373: 316: 243:Mathematical modelling 220:relaxation oscillators 130: 122: 115: 88: 61: 1247: 1240:In mechanical systems 1227:bimodal distributions 1151: 1131: 1108: 971: 951: 931: 915: 899: 883:bifurcation parameter 879:pitchfork bifurcation 872: 804: 775: 749: 720: 685: 661:), then the solution 656: 621: 592: 563: 542:will not converge to 537: 511: 481: 455: 426: 400: 374: 317: 128: 116: 114:{\displaystyle x_{3}} 89: 87:{\displaystyle x_{2}} 62: 60:{\displaystyle x_{1}} 35: 19:For electronics, see 2295:BiStable Reed Sensor 1208:stochastic resonance 1140: 1120: 1029: 960: 956:), and chondrocyte ( 940: 920: 888: 816: 802:{\displaystyle y=-1} 784: 758: 747:{\displaystyle y(t)} 729: 694: 683:{\displaystyle y(t)} 665: 630: 619:{\displaystyle y(0)} 601: 590:{\displaystyle y(t)} 572: 546: 520: 494: 464: 453:{\displaystyle y=-1} 435: 409: 383: 329: 258: 212:semiconductor memory 98: 71: 44: 2310:Digital electronics 2148:10.1049/sb:20045021 2035:2006PNAS..10311613U 2029:(31): 11613–11618. 1988:10.1038/nature03318 1980:2005Natur.434..229W 1925:2008PLSCB...4E0184L 1817:2004PNAS..101.1822A 1762:1998Sci...280..895F 1689:BMC Systems Biology 1683:Wilhelm, T (2009). 1575:BMC Systems Biology 1526:2000Natur.403..339G 1415:strong Allee effect 1405:bistable perception 1136:is the output, and 773:{\displaystyle y=1} 561:{\displaystyle y=0} 509:{\displaystyle y=0} 479:{\displaystyle y=0} 460:. The middle point 424:{\displaystyle y=0} 398:{\displaystyle y=1} 232:Optical bistability 196:digital electronics 2094:10.1242/dev.044826 1633:BMC Bioinformatics 1250: 1146: 1126: 1103: 978: 966: 946: 926: 894: 867: 799: 770: 744: 715: 680: 651: 616: 587: 558: 532: 506: 476: 450: 421: 395: 369: 312: 210:and some types of 181:Arrhenius equation 158:conservative force 147:bistable structure 131: 123: 111: 84: 57: 2088:(14): 2265–2278. 1974:(7030): 229–234. 1510:Collins, James J. 1189:negative feedback 1149:{\displaystyle r} 1129:{\displaystyle x} 1095: 1054: 969:{\displaystyle x} 949:{\displaystyle y} 929:{\displaystyle z} 897:{\displaystyle r} 837: 488:marginally stable 367: 347: 279: 239:in such systems. 198:devices to store 177:activation energy 2322: 2282: 2281: 2274: 2268: 2267: 2257: 2247: 2223: 2217: 2216: 2206: 2189:(84): 20130151. 2174: 2168: 2167: 2131: 2125: 2122: 2116: 2115: 2105: 2073: 2067: 2066: 2056: 2046: 2014: 2008: 2007: 1963: 1957: 1956: 1946: 1936: 1904: 1898: 1897: 1887: 1870:(6): R244–R245. 1855: 1849: 1848: 1838: 1828: 1796: 1790: 1789: 1745: 1739: 1736: 1725: 1724: 1714: 1704: 1680: 1669: 1668: 1658: 1648: 1639:(Suppl 7): S7+. 1624: 1618: 1617: 1616: 1610: 1600: 1590: 1566: 1560: 1553: 1534:10.1038/35002131 1520:(6767): 339–42. 1502: 1494: 1488: 1487: 1467: 1461: 1460: 1440: 1369:Retractable pens 1366: 1354: 1342: 1330: 1318: 1306: 1294: 1277:ratchet-and-pawl 1155: 1153: 1152: 1147: 1135: 1133: 1132: 1127: 1112: 1110: 1109: 1104: 1096: 1094: 1093: 1092: 1076: 1075: 1066: 1055: 1053: 1049: 1043: 1039: 1033: 975: 973: 972: 967: 955: 953: 952: 947: 935: 933: 932: 927: 903: 901: 900: 895: 876: 874: 873: 868: 863: 862: 838: 836: 828: 820: 808: 806: 805: 800: 779: 777: 776: 771: 753: 751: 750: 745: 724: 722: 721: 716: 689: 687: 686: 681: 660: 658: 657: 652: 625: 623: 622: 617: 596: 594: 593: 588: 567: 565: 564: 559: 541: 539: 538: 533: 515: 513: 512: 507: 485: 483: 482: 477: 459: 457: 456: 451: 430: 428: 427: 422: 404: 402: 401: 396: 378: 376: 375: 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1026: 958: 957: 938: 937: 936:), osteoblast ( 918: 917: 910: 886: 885: 854: 829: 821: 814: 813: 782: 781: 756: 755: 727: 726: 692: 691: 663: 662: 628: 627: 599: 598: 570: 569: 544: 543: 518: 517: 492: 491: 462: 461: 433: 432: 407: 406: 381: 380: 354: 334: 327: 326: 296: 271: 263: 256: 255: 245: 228:Schmitt trigger 189:relaxation time 101: 96: 95: 74: 69: 68: 47: 42: 41: 36:A graph of the 28: 17: 12: 11: 5: 2328: 2326: 2318: 2317: 2312: 2302: 2301: 2298: 2297: 2290: 2289:External links 2287: 2284: 2283: 2269: 2232:PLOS Pathogens 2218: 2169: 2142:(2): 230–236. 2126: 2117: 2068: 2009: 1958: 1899: 1850: 1791: 1740: 1726: 1670: 1619: 1561: 1489: 1483:978-1139619028 1482: 1462: 1456:978-0122004001 1455: 1434: 1433: 1431: 1428: 1427: 1426: 1417: 1412: 1407: 1390: 1384: 1381:Multistability 1376: 1373: 1372: 1371: 1368: 1361: 1359: 1356: 1349: 1347: 1344: 1337: 1335: 1332: 1325: 1323: 1320: 1313: 1311: 1308: 1301: 1299: 1296: 1289: 1285: 1282: 1241: 1238: 1212:climate change 1176:Sonic hedgehog 1145: 1125: 1114: 1113: 1102: 1099: 1091: 1087: 1083: 1080: 1074: 1070: 1064: 1061: 1058: 1052: 1048: 1042: 1038: 965: 945: 925: 909: 906: 893: 866: 861: 857: 853: 850: 847: 844: 841: 835: 832: 827: 824: 798: 795: 792: 789: 769: 766: 763: 743: 740: 737: 734: 714: 711: 708: 705: 702: 699: 679: 676: 673: 670: 650: 647: 644: 641: 638: 635: 615: 612: 609: 606: 586: 583: 580: 577: 557: 554: 551: 531: 528: 525: 516:is stable but 505: 502: 499: 475: 472: 469: 449: 446: 443: 440: 420: 417: 414: 394: 391: 388: 366: 361: 357: 351: 346: 341: 337: 323: 322: 311: 308: 303: 299: 295: 292: 289: 286: 283: 277: 274: 269: 266: 244: 241: 224:multivibrators 108: 104: 81: 77: 54: 50: 15: 13: 10: 9: 6: 4: 3: 2: 2327: 2316: 2313: 2311: 2308: 2307: 2305: 2296: 2293: 2292: 2288: 2279: 2273: 2270: 2265: 2261: 2256: 2251: 2246: 2241: 2237: 2233: 2229: 2222: 2219: 2214: 2210: 2205: 2200: 2196: 2192: 2188: 2184: 2180: 2173: 2170: 2165: 2161: 2157: 2153: 2149: 2145: 2141: 2137: 2130: 2127: 2121: 2118: 2113: 2109: 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1397:ferromagnetic 1394: 1393:ferroelectric 1391: 1389: 1385: 1382: 1379: 1378: 1374: 1365: 1360: 1353: 1348: 1341: 1336: 1329: 1324: 1317: 1312: 1305: 1300: 1293: 1288: 1283: 1281: 1278: 1273: 1269: 1267: 1263: 1258: 1254: 1246: 1239: 1237: 1235: 1230: 1228: 1224: 1220: 1215: 1213: 1210:, as well as 1209: 1205: 1200: 1198: 1193: 1190: 1185: 1181: 1177: 1172: 1170: 1165: 1163: 1157: 1143: 1123: 1100: 1097: 1089: 1085: 1081: 1078: 1072: 1068: 1062: 1059: 1056: 1050: 1040: 1025: 1024: 1023: 1020: 1014: 1011: 1005: 1003: 999: 996:onset and in 995: 991: 987: 984:progression, 983: 963: 943: 923: 914: 907: 905: 891: 884: 880: 859: 855: 851: 848: 842: 839: 833: 830: 825: 822: 810: 796: 793: 790: 787: 767: 764: 761: 738: 732: 712: 709: 703: 697: 674: 668: 648: 645: 639: 633: 610: 604: 581: 575: 555: 552: 549: 529: 526: 523: 503: 500: 497: 489: 473: 470: 467: 447: 444: 441: 438: 418: 415: 412: 392: 389: 386: 364: 359: 355: 349: 344: 339: 335: 309: 301: 297: 293: 290: 284: 281: 275: 272: 267: 264: 254: 253: 252: 250: 242: 240: 238: 233: 229: 225: 221: 217: 213: 209: 205: 201: 197: 192: 190: 186: 182: 178: 173: 171: 170:local maximum 167: 163: 159: 154: 152: 148: 144: 140: 136: 127: 106: 102: 79: 75: 52: 48: 39: 34: 30: 26: 25:Multivibrator 22: 2272: 2235: 2231: 2221: 2186: 2182: 2172: 2139: 2135: 2129: 2120: 2085: 2081: 2071: 2026: 2022: 2012: 1971: 1967: 1961: 1916: 1912: 1902: 1867: 1863: 1853: 1808: 1804: 1794: 1753: 1749: 1743: 1692: 1688: 1636: 1632: 1622: 1578: 1574: 1564: 1517: 1513: 1498: 1492: 1472: 1465: 1445: 1438: 1274: 1270: 1255: 1251: 1233: 1231: 1216: 1201: 1194: 1183: 1179: 1173: 1168: 1166: 1158: 1115: 1015: 1009: 1006: 979: 811: 324: 246: 193: 174: 166:local minima 155: 151:light switch 146: 138: 132: 29: 2082:Development 1345:Mouse traps 1234:modehopping 139:bistability 2315:2 (number) 2304:Categories 1501:: 578–584. 1499:Modsim2015 1430:References 1401:hysteresis 1388:psychology 1333:A snapclip 1266:rollerball 1223:speciation 1219:hysteresis 1002:speciation 982:cell cycle 237:hysteresis 226:, and the 1581:(1): 67. 1262:ballpoint 1098:− 990:apoptosis 852:− 794:− 527:≈ 445:− 350:− 294:− 208:computers 204:flip-flop 2264:20862321 2238:(9): 1. 2213:23635492 2164:17770042 2156:17051695 2112:20570936 2063:16864795 1996:15759004 1953:18818726 1894:18364225 1845:14766974 1786:34863795 1721:19737387 1665:25078021 1607:26449665 1542:10659857 1424:Qualcomm 1375:See also 1197:feedback 725:), then 164:has two 2255:2940755 2204:3673150 2103:2889600 2054:1544218 2031:Bibcode 2004:4415152 1976:Bibcode 1944:2527687 1921:Bibcode 1885:2832910 1813:Bibcode 1778:9572732 1758:Bibcode 1750:Science 1712:2749052 1656:4110729 1598:4599742 1522:Bibcode 1284:Gallery 1257:Springs 1010:Xenopus 185:damping 2262:  2252:  2211:  2201:  2162:  2154:  2110:  2100:  2061:  2051:  2002:  1994:  1968:Nature 1951:  1941:  1892:  1882:  1843:  1836:357011 1833:  1784:  1776:  1719:  1709:  1695:: 90. 1663:  1653:  1605:  1595:  1559:'Off'. 1550:345059 1548:  1540:  1514:Nature 1480:  1453:  1116:where 994:cancer 988:, and 431:, and 200:binary 2160:S2CID 2000:S2CID 1782:S2CID 1546:S2CID 998:prion 881:with 156:In a 133:In a 2260:PMID 2209:PMID 2152:PMID 2108:PMID 2059:PMID 1992:PMID 1949:PMID 1890:PMID 1841:PMID 1805:PNAS 1774:PMID 1717:PMID 1661:PMID 1603:PMID 1538:PMID 1478:ISBN 1451:ISBN 1264:and 1184:gli2 1182:and 1180:gli1 1162:Wee1 710:< 646:> 179:and 145:. A 67:and 23:and 2250:PMC 2240:doi 2199:PMC 2191:doi 2144:doi 2098:PMC 2090:doi 2086:137 2049:PMC 2039:doi 2027:103 1984:doi 1972:434 1939:PMC 1929:doi 1880:PMC 1872:doi 1831:PMC 1821:doi 1809:101 1766:doi 1754:280 1707:PMC 1697:doi 1651:PMC 1641:doi 1593:PMC 1583:doi 1530:doi 1518:403 1386:In 1004:). 780:or 486:is 216:bit 2306:: 2258:. 2248:. 2234:. 2230:. 2207:. 2197:. 2187:10 2185:. 2181:. 2158:. 2150:. 2138:. 2106:. 2096:. 2084:. 2080:. 2057:. 2047:. 2037:. 2025:. 2021:. 1998:. 1990:. 1982:. 1970:. 1947:. 1937:. 1927:. 1915:. 1911:. 1888:. 1878:. 1868:18 1866:. 1862:. 1839:. 1829:. 1819:. 1807:. 1803:. 1780:. 1772:. 1764:. 1752:. 1729:^ 1715:. 1705:. 1691:. 1687:. 1673:^ 1659:. 1649:. 1637:15 1635:. 1631:. 1601:. 1591:. 1577:. 1573:. 1544:. 1536:. 1528:. 1516:. 1403:, 1399:, 1395:, 1275:A 1206:, 904:. 405:, 230:. 222:, 191:. 137:, 2280:. 2266:. 2242:: 2236:6 2215:. 2193:: 2166:. 2146:: 2140:1 2114:. 2092:: 2065:. 2041:: 2033:: 2006:. 1986:: 1978:: 1955:. 1931:: 1923:: 1917:4 1896:. 1874:: 1847:. 1823:: 1815:: 1788:. 1768:: 1760:: 1723:. 1699:: 1693:3 1667:. 1643:: 1609:. 1585:: 1579:9 1552:. 1532:: 1524:: 1486:. 1459:. 1144:r 1124:x 1101:x 1090:5 1086:x 1082:+ 1079:1 1073:5 1069:x 1063:+ 1060:r 1057:= 1051:t 1047:d 1041:x 1037:d 964:x 944:y 924:z 892:r 865:) 860:2 856:y 849:r 846:( 843:y 840:= 834:t 831:d 826:y 823:d 797:1 791:= 788:y 768:1 765:= 762:y 742:) 739:t 736:( 733:y 713:0 707:) 704:0 701:( 698:y 678:) 675:t 672:( 669:y 649:0 643:) 640:0 637:( 634:y 614:) 611:0 608:( 605:y 585:) 582:t 579:( 576:y 556:0 553:= 550:y 530:0 524:y 504:0 501:= 498:y 490:( 474:0 471:= 468:y 448:1 442:= 439:y 419:0 416:= 413:y 393:1 390:= 387:y 365:2 360:2 356:y 345:4 340:4 336:y 310:. 307:) 302:2 298:y 291:1 288:( 285:y 282:= 276:t 273:d 268:y 265:d 107:3 103:x 80:2 76:x 53:1 49:x 27:.

Index

Flip-flop (electronics)
Multivibrator

potential energy

dynamical system
stable equilibrium states
light switch
conservative force
potential energy
local minima
local maximum
activation energy
Arrhenius equation
damping
relaxation time
digital electronics
binary
flip-flop
computers
semiconductor memory
bit
relaxation oscillators
multivibrators
Schmitt trigger
Optical bistability
hysteresis
dynamic systems analysis
marginally stable
pitchfork bifurcation

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