Biochemically detailed model of LTP and LTD in a cortical spine (Maki-Marttunen et al 2020)

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Accession:260971
"Signalling pathways leading to post-synaptic plasticity have been examined in many types of experimental studies, but a unified picture on how multiple biochemical pathways collectively shape neocortical plasticity is missing. We built a biochemically detailed model of post-synaptic plasticity describing CaMKII, PKA, and PKC pathways and their contribution to synaptic potentiation or depression. We developed a statistical AMPA-receptor-tetramer model, which permits the estimation of the AMPA-receptor-mediated maximal synaptic conductance based on numbers of GluR1s and GluR2s predicted by the biochemical signalling model. We show that our model reproduces neuromodulator-gated spike-timing-dependent plasticity as observed in the visual cortex and can be fit to data from many cortical areas, uncovering the biochemical contributions of the pathways pinpointed by the underlying experimental studies. Our model explains the dependence of different forms of plasticity on the availability of different proteins and can be used for the study of mental disorder-associated impairments of cortical plasticity."
Reference:
1 . Mäki-Marttunen T, Iannella N, Edwards AG, Einevoll GT, Blackwell KT (2020) A unified computational model for cortical post-synaptic plasticity. Elife [PubMed]
Citations  Citation Browser
Model Information (Click on a link to find other models with that property)
Model Type: Synapse;
Brain Region(s)/Organism: Neocortex;
Cell Type(s): Neocortex spiking regular (RS) neuron;
Channel(s): I Calcium;
Gap Junctions:
Receptor(s):
Gene(s):
Transmitter(s): Glutamate; Norephinephrine; Acetylcholine;
Simulation Environment: NEURON; NeuroRD;
Model Concept(s): Long-term Synaptic Plasticity;
Implementer(s): Maki-Marttunen, Tuomo [tuomomm at uio.no];
Search NeuronDB for information about:  I Calcium; Acetylcholine; Norephinephrine; Glutamate;
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synaptic
L23PC
L23_PC_cADpyr229_5
synapses
mtype_map.tsv *
synapses.hoc *
synapses.tsv *
synconf.txt *
                            
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1916	110927	29	1	42	0.824	116	6.62000000000000000000e+02	1.40000000000000000000e+01	4.89759802818298339844e-01	1.64783835411071777344e+00	1.97101	0.521659076214
1917	111055	28	1	43	0.396	116	6.82000000000000000000e+02	2.00000000000000000000e+01	5.12520194053649902344e-01	1.85268175601959228516e+00	3.66178	1.12253332138
1918	111055	28	1	43	0.345	116	6.88000000000000000000e+02	2.20000000000000000000e+01	5.19736826419830322266e-01	1.91763138771057128906e+00	3.68193	1.31305217743
1919	111250	38	1	28	0.254	5	1.22000000000000000000e+02	5.40000000000000000000e+01	2.82107412815093994141e-01	5.93987607955932617188e+00	1.20853	0.746708631516
1920	111250	38	1	50	0.605	5	1.89000000000000000000e+02	7.90000000000000000000e+01	3.98053109645843505859e-01	7.34778785705566406250e+00	1.12518	1.24941599369
1921	111250	38	1	50	0.497	5	8.90000000000000000000e+01	4.10000000000000000000e+01	2.24517837166786193848e-01	5.24057388305664062500e+00	1.1426	0.497016608715
1922	111250	38	1	33	0.076	5	1.45000000000000000000e+02	6.20000000000000000000e+01	3.22226852178573608398e-01	6.42704010009765625000e+00	1.11473	0.920655012131
1923	111250	38	1	49	0.594	5	1.40000000000000000000e+02	6.10000000000000000000e+01	3.13386082649230957031e-01	6.31968832015991210938e+00	1.0339	0.882323980331
1924	111250	38	1	51	0.260	5	2.21000000000000000000e+02	9.20000000000000000000e+01	4.55159991979598999023e-01	8.04122829437255859375e+00	1.42573	1.4970151186
1925	111250	38	1	61	0.356	5	1.56000000000000000000e+02	6.60000000000000000000e+01	3.40165525674819946289e-01	6.64486742019653320312e+00	1.46144	0.99843198061
1926	111250	38	1	61	0.363	5	1.28000000000000000000e+02	5.60000000000000000000e+01	2.92431175708770751953e-01	6.06523561477661132812e+00	1.46964	0.791469395161
1927	111250	38	1	61	0.365	5	9.50000000000000000000e+01	4.30000000000000000000e+01	2.34991952776908874512e-01	5.36775970458984375000e+00	1.46854	0.542429387569
1928	111611	28	1	70	0.563	116	6.73000000000000000000e+02	1.80000000000000000000e+01	5.02109348773956298828e-01	1.75898432731628417969e+00	3.57343	0.847687244415
1929	111611	28	1	70	0.484	116	6.58000000000000000000e+02	1.30000000000000000000e+01	4.84120339155197143555e-01	1.59708321094512939453e+00	3.59315	0.372777283192
1930	111899	28	1	22	0.673	116	6.80000000000000000000e+02	2.00000000000000000000e+01	5.10537028312683105469e-01	1.83483350276947021484e+00	1.88316	1.07017838955
1931	111899	28	1	43	0.349	116	6.67000000000000000000e+02	1.60000000000000000000e+01	4.95192319154739379883e-01	1.69673073291778564453e+00	2.24454	0.665076911449
1932	113425	42	1	38	0.575	116	6.86000000000000000000e+02	2.20000000000000000000e+01	5.18146872520446777344e-01	1.90332174301147460938e+00	3.438	1.27107703686
1933	113425	42	1	42	0.035	116	6.81000000000000000000e+02	2.00000000000000000000e+01	5.11580407619476318359e-01	1.84422349929809570312e+00	3.51693	1.09772229195
1934	113897	45	1	36	0.067	116	6.70000000000000000000e+02	1.70000000000000000000e+01	4.98901247978210449219e-01	1.73011124134063720703e+00	3.44189	0.762992858887
1935	113897	45	1	38	0.234	116	6.82000000000000000000e+02	2.00000000000000000000e+01	5.13314187526702880859e-01	1.85982763767242431641e+00	3.25663	1.14349424839
1936	113897	45	1	39	0.708	116	6.86000000000000000000e+02	2.10000000000000000000e+01	5.17729103565216064453e-01	1.89956176280975341797e+00	3.29141	1.26004779339
1937	113897	45	1	44	0.643	116	6.76000000000000000000e+02	1.80000000000000000000e+01	5.05661666393280029297e-01	1.79095506668090820312e+00	3.18652	0.941468060017
1938	113897	45	1	44	0.564	116	6.81000000000000000000e+02	2.00000000000000000000e+01	5.12208044528961181641e-01	1.84987258911132812500e+00	3.20501	1.11429286003
1939	116015	41	1	51	0.593	116	6.80000000000000000000e+02	2.00000000000000000000e+01	5.10512351989746093750e-01	1.83461093902587890625e+00	5.61245	1.06952548027
1940	116015	41	1	52	0.714	116	6.77000000000000000000e+02	1.90000000000000000000e+01	5.07101058959960937500e-01	1.80390965938568115234e+00	5.56274	0.979468405247
1941	117300	41	1	67	0.779	116	6.63000000000000000000e+02	1.50000000000000000000e+01	4.90403354167938232422e-01	1.65363025665283203125e+00	4.64042	0.53864890337
1942	117300	41	1	74	0.217	116	6.71000000000000000000e+02	1.70000000000000000000e+01	4.99981105327606201172e-01	1.73983001708984375000e+00	4.75443	0.791501283646
1943	120052	44	1	73	0.309	116	6.58000000000000000000e+02	1.30000000000000000000e+01	4.84266966581344604492e-01	1.59840285778045654297e+00	5.72144	0.37664821744
1944	120052	44	1	73	0.309	116	6.77000000000000000000e+02	1.90000000000000000000e+01	5.07323205471038818359e-01	1.80590891838073730469e+00	5.72147	0.985332965851
1945	140694	29	1	27	1.000	116	6.60000000000000000000e+02	1.40000000000000000000e+01	4.87214267253875732422e-01	1.62492835521697998047e+00	3.93068	0.454456537962
1946	140694	29	1	27	0.849	116	6.57000000000000000000e+02	1.30000000000000000000e+01	4.83162701129913330078e-01	1.58846437931060791016e+00	3.94919	0.34749558568
1947	141666	28	1	7	0.365	116	6.67000000000000000000e+02	1.60000000000000000000e+01	4.95098620653152465820e-01	1.69588756561279296875e+00	4.58829	0.662603497505
1948	141666	28	1	33	0.631	116	6.72000000000000000000e+02	1.70000000000000000000e+01	5.01171410083770751953e-01	1.75054264068603515625e+00	5.06443	0.822925209999
1949	161201	6	1	46	0.027	119	6.73000000000000000000e+02	1.80000000000000000000e+01	4.91475075483322143555e-01	1.76179039478302001953e+00	3.90136	0.739686667919
1950	161201	6	1	54	0.008	119	6.60000000000000000000e+02	1.40000000000000000000e+01	2.97903656959533691406e-01	1.62777948379516601562e+00	3.87141	0.397214144468
1951	161201	6	1	55	0.130	119	6.74000000000000000000e+02	1.80000000000000000000e+01	5.07355213165283203125e-01	1.77278435230255126953e+00	3.8501	0.767782270908
1952	166186	16	1	73	0.695	116	6.64000000000000000000e+02	1.50000000000000000000e+01	4.91971671581268310547e-01	1.66774511337280273438e+00	2.41863	0.580052316189
1953	166186	16	1	73	0.663	116	6.78000000000000000000e+02	1.90000000000000000000e+01	5.08264660835266113281e-01	1.81438195705413818359e+00	2.44043	1.01018714905
1954	166194	16	1	74	0.209	116	6.70000000000000000000e+02	1.70000000000000000000e+01	4.99003916978836059570e-01	1.73103535175323486328e+00	2.79078	0.765703558922
1955	166194	16	1	76	0.491	116	6.57000000000000000000e+02	1.30000000000000000000e+01	4.83781099319458007812e-01	1.59402990341186523438e+00	2.93834	0.363820910454
1956	166655	17	1	73	0.831	116	6.88000000000000000000e+02	2.20000000000000000000e+01	5.19569277763366699219e-01	1.91612362861633300781e+00	2.97895	1.30862939358
1957	166655	17	1	73	0.775	116	6.56000000000000000000e+02	1.20000000000000000000e+01	4.81840521097183227539e-01	1.57656455039978027344e+00	3.01774	0.312589406967
1958	166655	17	1	73	0.823	116	6.80000000000000000000e+02	2.00000000000000000000e+01	5.10753571987152099609e-01	1.83678221702575683594e+00	2.98495	1.07589447498
1959	168365	16	1	38	0.193	116	6.70000000000000000000e+02	1.70000000000000000000e+01	4.99117761850357055664e-01	1.73205995559692382812e+00	3.02328	0.768709242344
1960	173162	28	1	74	0.974	116	6.66000000000000000000e+02	1.50000000000000000000e+01	4.93854224681854248047e-01	1.68468809127807617188e+00	2.61379	0.629751622677
1961	173162	28	1	74	0.922	116	6.64000000000000000000e+02	1.50000000000000000000e+01	4.91433769464492797852e-01	1.66290402412414550781e+00	2.63622	0.565851867199
1962	176694	43	1	17	0.367	116	6.78000000000000000000e+02	1.90000000000000000000e+01	5.07993459701538085938e-01	1.81194114685058593750e+00	3.96661	1.00302755833
1963	176694	43	1	22	0.461	116	6.66000000000000000000e+02	1.50000000000000000000e+01	4.93658065795898437500e-01	1.68292248249053955078e+00	3.94455	0.624572575092
1964	176694	43	1	47	0.590	116	6.60000000000000000000e+02	1.40000000000000000000e+01	4.86955672502517700195e-01	1.62260115146636962891e+00	3.90792	0.447629988194
1965	176694	43	1	47	0.552	116	6.72000000000000000000e+02	1.70000000000000000000e+01	5.00945031642913818359e-01	1.74850535392761230469e+00	3.92531	0.816948890686
1966	189307	6	1	62	0.458	119	6.71000000000000000000e+02	1.70000000000000000000e+01	4.56405431032180786133e-01	1.73751139640808105469e+00	1.86263	0.677640378475
1967	189307	6	1	62	0.422	119	6.63000000000000000000e+02	1.50000000000000000000e+01	3.32956045866012573242e-01	1.65204656124114990234e+00	1.88395	0.459229946136
1968	189749	6	2	0	0.180	119	6.82000000000000000000e+02	2.00000000000000000000e+01	6.27620220184326171875e-01	1.85604476928710937500e+00	2.40503	0.980558812618
1969	189749	6	1	49	0.793	119	6.57000000000000000000e+02	1.30000000000000000000e+01	2.49586850404739379883e-01	1.59432935714721679688e+00	2.80857	0.311730593443
1970	192505	6	1	62	0.799	119	6.81000000000000000000e+02	2.00000000000000000000e+01	6.12063169479370117188e-01	1.84527444839477539062e+00	1.31943	0.953034818172
1971	192505	6	1	62	0.770	119	6.55000000000000000000e+02	1.20000000000000000000e+01	2.18268856406211853027e-01	1.57264769077301025391e+00	1.33887	0.256321847439
1972	192665	6	1	18	0.378	119	6.70000000000000000000e+02	1.70000000000000000000e+01	4.39668804407119750977e-01	1.72592461109161376953e+00	1.44763	0.648029446602
1973	192665	6	1	20	0.716	119	6.84000000000000000000e+02	2.10000000000000000000e+01	6.53553962707519531250e-01	1.87399888038635253906e+00	1.49618	1.02644169331
1974	196232	16	1	70	0.442	116	6.73000000000000000000e+02	1.80000000000000000000e+01	5.02607405185699462891e-01	1.76346647739410400391e+00	2.31472	0.860835134983
1975	196232	16	1	74	0.395	116	6.59000000000000000000e+02	1.40000000000000000000e+01	4.86285358667373657227e-01	1.61656820774078369141e+00	2.56589	0.429933547974
1976	196935	16	1	56	0.010	116	6.58000000000000000000e+02	1.30000000000000000000e+01	4.84833955764770507812e-01	1.60350561141967773438e+00	2.38823	0.391616374254
1977	196935	16	1	73	0.073	116	6.76000000000000000000e+02	1.90000000000000000000e+01	5.06448030471801757812e-01	1.79803228378295898438e+00	2.47853	0.962228000164
1978	197124	16	1	74	0.980	116	6.64000000000000000000e+02	1.50000000000000000000e+01	4.92199808359146118164e-01	1.66979825496673583984e+00	1.70269	0.586074829102
1979	198576	18	1	61	0.159	121	6.55000000000000000000e+02	1.20000000000000000000e+01	7.51323342323303222656e-01	1.56595516204833984375e+00	2.59598	0.0671024098992
1980	198576	18	2	1	0.151	121	6.75000000000000000000e+02	1.80000000000000000000e+01	7.99670517444610595703e-01	1.78351736068725585938e+00	2.75739	0.216978654265
1981	198576	18	2	1	0.354	121	6.66000000000000000000e+02	1.60000000000000000000e+01	7.78177678585052490234e-01	1.68679964542388916016e+00	2.93812	0.150350868702
1982	198576	18	2	1	0.379	121	6.85000000000000000000e+02	2.10000000000000000000e+01	8.22534620761871337891e-01	1.88640582561492919922e+00	2.96018	0.287857294083
1983	198576	18	2	1	0.399	121	6.54000000000000000000e+02	1.20000000000000000000e+01	7.50863373279571533203e-01	1.56388509273529052734e+00	2.97758	0.0656764060259
1984	198576	18	2	1	0.419	121	6.56000000000000000000e+02	1.30000000000000000000e+01	7.55655765533447265625e-01	1.58545100688934326172e+00	2.99478	0.0805329009891
1985	198576	18	2	1	0.438	121	6.68000000000000000000e+02	1.60000000000000000000e+01	7.83414781093597412109e-01	1.71036648750305175781e+00	3.0123	0.166585758328
1986	199132	16	1	47	0.112	116	6.74000000000000000000e+02	1.80000000000000000000e+01	5.03273367881774902344e-01	1.76946008205413818359e+00	3.90676	0.878416359425
1987	199132	16	1	47	0.059	116	6.56000000000000000000e+02	1.20000000000000000000e+01	4.81818079948425292969e-01	1.57636272907257080078e+00	3.92901	0.311997205019
1988	199132	16	1	46	0.902	116	6.68000000000000000000e+02	1.60000000000000000000e+01	4.96029078960418701172e-01	1.70426177978515625000e+00	3.95037	0.687168061733
1989	199132	16	1	46	0.844	116	6.76000000000000000000e+02	1.80000000000000000000e+01	5.05987942218780517578e-01	1.79389166831970214844e+00	3.95437	0.95008212328
1990	199761	16	1	61	0.468	116	6.75000000000000000000e+02	1.80000000000000000000e+01	5.04289984703063964844e-01	1.77860987186431884766e+00	2.8927	0.905255675316
1991	199761	16	1	61	0.513	116	6.63000000000000000000e+02	1.50000000000000000000e+01	4.90035265684127807617e-01	1.65031731128692626953e+00	2.8706	0.528930664062
1992	200030	17	1	42	0.650	116	6.82000000000000000000e+02	2.00000000000000000000e+01	5.12674510478973388672e-01	1.85407030582427978516e+00	3.30811	1.12660634518
1993	200030	17	1	68	0.833	116	6.79000000000000000000e+02	1.90000000000000000000e+01	5.09347736835479736328e-01	1.82412946224212646484e+00	2.00021	1.03877973557
1994	201356	28	1	73	0.015	116	6.74000000000000000000e+02	1.80000000000000000000e+01	5.03530621528625488281e-01	1.77177536487579345703e+00	2.85992	0.885207891464
1995	201356	28	1	75	0.305	116	6.85000000000000000000e+02	2.10000000000000000000e+01	5.16341149806976318359e-01	1.88707041740417480469e+00	2.91198	1.22340643406
1996	202419	31	1	18	0.626	116	6.69000000000000000000e+02	1.70000000000000000000e+01	4.98010456562042236328e-01	1.72209393978118896484e+00	2.94308	0.739475667477
1997	202419	31	1	20	0.913	116	6.75000000000000000000e+02	1.80000000000000000000e+01	5.04934370517730712891e-01	1.78440952301025390625e+00	2.86654	0.922267973423
1998	202748	29	1	63	0.100	116	6.71000000000000000000e+02	1.70000000000000000000e+01	5.00588059425354003906e-01	1.74529266357421875000e+00	3.26317	0.807525098324
1999	202748	29	1	67	0.198	116	6.65000000000000000000e+02	1.50000000000000000000e+01	4.92617696523666381836e-01	1.67355930805206298828e+00	3.11942	0.597107350826
2000	202832	28	1	64	0.339	116	6.62000000000000000000e+02	1.40000000000000000000e+01	4.89937156438827514648e-01	1.64943432807922363281e+00	4.35787	0.526340603828
2001	202832	28	1	65	0.538	116	6.79000000000000000000e+02	1.90000000000000000000e+01	5.09690642356872558594e-01	1.82721590995788574219e+00	4.31363	1.04783332348
2002	203572	29	1	14	0.092	116	6.60000000000000000000e+02	1.40000000000000000000e+01	4.87443655729293823242e-01	1.62699294090270996094e+00	3.55335	0.460512697697
2003	203572	29	1	14	0.078	116	6.60000000000000000000e+02	1.40000000000000000000e+01	4.86956626176834106445e-01	1.62260949611663818359e+00	3.56009	0.447654575109
2004	203749	28	1	56	0.736	116	6.71000000000000000000e+02	1.70000000000000000000e+01	5.00209808349609375000e-01	1.74188840389251708984e+00	3.8526	0.797539234161
2005	203749	28	1	57	0.528	116	6.63000000000000000000e+02	1.50000000000000000000e+01	4.90897148847579956055e-01	1.65807425975799560547e+00	3.9142	0.551684319973
2006	203749	28	1	73	0.224	116	6.75000000000000000000e+02	1.80000000000000000000e+01	5.04156053066253662109e-01	1.77740466594696044922e+00	3.99244	0.901720404625
2007	203909	28	1	13	0.785	116	6.59000000000000000000e+02	1.30000000000000000000e+01	4.85632032155990600586e-01	1.61068820953369140625e+00	3.72416	0.412685453892
2008	203909	28	1	47	0.542	116	6.73000000000000000000e+02	1.80000000000000000000e+01	5.02684593200683593750e-01	1.76416134834289550781e+00	3.54476	0.862873256207
2009	203909	28	1	47	0.471	116	6.75000000000000000000e+02	1.80000000000000000000e+01	5.04183053970336914062e-01	1.77764725685119628906e+00	3.57903	0.902431964874
2010	204509	29	1	70	0.877	116	6.55000000000000000000e+02	1.20000000000000000000e+01	4.81166839599609375000e-01	1.57050156593322753906e+00	2.81209	0.294804662466
2011	204509	29	1	74	0.395	116	6.66000000000000000000e+02	1.50000000000000000000e+01	4.93928074836730957031e-01	1.68535268306732177734e+00	3.14735	0.631701290607
2012	206534	28	1	18	0.386	116	6.73000000000000000000e+02	1.80000000000000000000e+01	5.02322673797607421875e-01	1.76090395450592041016e+00	2.95736	0.853318274021
2013	206534	28	1	19	0.614	116	6.72000000000000000000e+02	1.70000000000000000000e+01	5.01315057277679443359e-01	1.75183546543121337891e+00	2.92905	0.826717317104
2014	215210	41	2	1	0.446	116	6.81000000000000000000e+02	2.00000000000000000000e+01	5.11820673942565917969e-01	1.84638607501983642578e+00	4.97669	1.10406589508
2015	215210	41	1	20	0.451	116	6.55000000000000000000e+02	1.20000000000000000000e+01	4.81086760759353637695e-01	1.56978082656860351562e+00	4.29568	0.292690515518