Reconstructed neuron (cerebellar, hippocampal, striatal) sims using predicted diameters (Reed et al)

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Accession:267048
Many neuron morphologies in NeuroMorpho.org do not contain accurate dendritic diameters that are needed for simulations. We used a set of archives which did have realistic morphologies to derive equations predicting dendritic diameter, and to create morphologies using the predictions. The equations and new morphologies are derived by 1. extracting morphology features from swc files (morph_feature_extract.py) 2. using multiple regression to derive equations predicting diameter, (morph_feature_extract.py ) 3. using the equations to create the new morphology files from original swc file (shape_shifter.py). The python programs are all available from github.com/neurord/ShapeShifter We simulated the original morphologies and the morphologies with predicted diameter in Moose, evaluating the response to current injection and synaptic input. The code provided implements those simulations
Reference:
1 . Reed JD, Blackwell KT (2021) Prediction of Neural Diameter From Morphology to Enable Accurate Simulation. Front Neuroinform 15:666695 [PubMed]
Model Information (Click on a link to find other models with that property)
Model Type: Neuron or other electrically excitable cell;
Brain Region(s)/Organism:
Cell Type(s): Hippocampus CA1 pyramidal GLU cell; Cerebellum Purkinje GABA cell; Striatal projection neuron;
Channel(s):
Gap Junctions:
Receptor(s): AMPA;
Gene(s):
Transmitter(s):
Simulation Environment: MOOSE/PyMOOSE;
Model Concept(s):
Implementer(s): Blackwell, Avrama [avrama at gmu.edu]; Reed, Jonathon;
Search NeuronDB for information about:  Hippocampus CA1 pyramidal GLU cell; Cerebellum Purkinje GABA cell; AMPA;
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1917_4 1916_4 178.9 340.70000000000005 -10.73 0.8372447790382825
1918_4 1917_4 179.10000000000002 340.20000000000005 -10.73 0.8345236103777973
1919_4 1918_4 180.10000000000002 339.20000000000005 -10.73 0.8318112859156448
1920_4 1919_4 181.5 338.90000000000003 -10.73 0.8291077769068798
1921_4 1920_4 182.0 338.40000000000003 -10.73 0.8264130546999822
1922_4 1921_4 183.0 338.40000000000003 -10.75 0.8237270907365537
1923_4 1922_4 184.20000000000002 338.40000000000003 -13.32 0.8210498565510151
1924_4 1923_4 185.9 339.40000000000003 -13.35 0.8183813237703045
1925_4 1924_4 185.9 339.70000000000005 -13.36 0.8157214641135764
1926_4 1925_4 186.60000000000002 340.40000000000003 -13.36 0.8130702493919024
1927_4 1926_4 187.10000000000002 341.90000000000003 -13.36 0.8104276515079722
1928_4 1927_4 188.10000000000002 344.40000000000003 -14.01 0.807793642455796
1929_4 1928_4 188.3 344.6 -14.01 0.8051681943204074
1930_4 1929_4 188.5 345.40000000000003 -14.01 0.8025512792775679
1931_4 1930_4 189.0 345.40000000000003 -14.01 0.7999428695934717
1932_4 1931_4 189.70000000000002 345.90000000000003 -14.01 0.7973429376244522
1933_4 1932_4 190.5 346.40000000000003 -14.01 0.7947514558166885
1934_4 1933_4 190.9 346.6 -14.01 0.7921683967059139
1935_4 1934_4 191.20000000000002 346.90000000000003 -14.01 0.7895937329171244
1936_4 1935_4 191.70000000000002 347.40000000000003 -14.01 0.787027437164289
1937_4 1936_4 193.10000000000002 348.6 -14.01 0.7844694822500602
1938_4 1937_4 193.8 349.1 -14.01 0.7819198410654858
1939_4 1938_4 195.3 349.6 -14.01 0.7793784865897219
1940_4 1939_4 195.5 349.90000000000003 -14.01 0.776845391889746
1941_4 1940_4 195.8 349.90000000000003 -14.01 0.7743205301200723
1942_4 1812_4 72.11 298.6 15.22 2.3169301545233094
1943_4 1942_4 71.87 300.40000000000003 15.22 2.309399790783969
1944_4 1943_4 72.11 303.1 15.22 2.301893901834227
1945_4 1944_4 72.35000000000001 303.6 15.22 2.2944124081274184
1946_4 1945_4 72.83 308.3 15.22 2.286955230375416
1947_4 1946_4 73.56 310.8 15.22 2.2795222895477902
1948_4 1947_4 74.28 313.1 9.43 2.2721135068709724
1949_4 1948_4 74.04 313.3 9.43 2.26472880382742
1950_4 1949_4 74.53 316.8 9.43 2.2573681021547833
1951_4 1950_4 75.01 317.3 9.43 2.2500313238450773
1952_4 1951_4 75.25 319.0 9.43 2.242718391143854
1953_4 1952_4 75.49 319.5 9.44 2.2354292265493796
1954_4 1953_4 76.22 321.3 9.44 2.2281637528118114
1955_4 1954_4 76.7 322.3 9.450000000000001 2.22092189293238
1956_4 1955_4 78.15 324.3 9.450000000000001 2.2137035701625742
1957_4 1956_4 80.08 326.20000000000005 9.450000000000001 2.206508708003326
1958_4 1957_4 81.05 327.70000000000005 9.450000000000001 2.1993372302042014
1959_4 1958_4 82.26 329.0 9.450000000000001 2.19218906076259
1960_4 1959_4 82.74 329.20000000000005 9.46 2.1850641239229027
1961_4 1960_4 84.19 331.5 9.46 2.1779623441757665
1962_4 1961_4 84.19 332.40000000000003 9.46 2.170883646257225
1963_4 1962_4 84.19 334.20000000000005 9.46 2.1638279551479407
1964_4 1963_4 84.19 334.90000000000003 9.46 2.1567951960724003
1965_4 1964_4 84.19 337.20000000000005 9.46 2.1497852944981215
1966_4 1965_4 83.95 337.90000000000003 9.48 2.1427981761348636
1967_4 1966_4 83.46000000000001 339.70000000000005 9.48 2.1358337669338403
1968_4 1967_4 83.46000000000001 341.90000000000003 9.48 2.1288919930869343
1969_4 1968_4 83.22 345.40000000000003 9.48 2.1219727810259164
1970_4 1969_4 83.22 348.6 9.48 2.115076057421664
1971_4 1970_4 83.22 349.1 9.48 2.1082017491833858
1972_4 1971_4 84.91 351.90000000000003 9.48 2.1013497834578456
1973_4 1972_4 85.88 353.40000000000003 9.48 2.094520087628591
1974_4 1973_4 86.36 353.90000000000003 9.48 2.0877125893151844
1975_4 1974_4 87.09 355.1 9.48 2.0809272163724346
1976_4 1975_4 88.05 356.8 9.48 2.074163896889633
1977_4 1976_4 88.78 358.3 9.48 2.0674225591897923
1978_4 1977_4 89.02 358.6 9.48 2.060703131828884
1979_4 1978_4 90.23 360.1 9.48 2.054005543595085
1980_4 1979_4 90.47 360.3 9.48 2.0473297235080206
1981_4 1980_4 92.88 362.3 9.48 2.040675600818012
1982_4 1981_4 92.4 365.3 15.33 0.6575432674076838
1983_4 1982_4 92.64 367.0 15.34 0.6554061550876307
1984_4 1983_4 92.64 367.8 15.34 0.6532759886969102
1985_4 1984_4 92.88 368.8 15.34 0.6511527456602304
1986_4 1985_4 92.16 369.3 15.34 0.6490364034756726
1987_4 1986_4 91.43 369.5 15.34 0.6469269397144525
1988_4 1987_4 90.71000000000001 370.0 15.34 0.6448243320206826
1989_4 1988_4 90.71000000000001 370.8 15.34 0.6427285581111355
1990_4 1989_4 90.71000000000001 371.0 15.34 0.6406395957750074
1991_4 1990_4 90.71000000000001 372.3 15.34 0.638557422873683
1992_4 1991_4 90.71000000000001 373.8 15.34 0.6364820173405007
1993_4 1992_4 90.71000000000001 374.3 15.34 0.6344133571805188
1994_4 1993_4 90.47 375.20000000000005 15.34 0.6323514204702824
1995_4 1994_4 89.98 375.5 15.36 0.630296185357591
1996_4 1995_4 89.26 376.0 15.370000000000001 0.628247630061267
1997_4 1996_4 88.29 377.0 15.38 0.626205732870925
1998_4 1997_4 87.81 377.70000000000005 15.38 0.6241704721467413
1999_4 1998_4 87.57000000000001 377.70000000000005 15.39 0.6221418263192248
2000_4 1999_4 86.36 378.5 15.47 0.6201197738889886
2001_4 2000_4 86.12 378.5 15.47 0.618104293426522
2002_4 2001_4 85.4 378.5 15.48 0.616095363571963
2003_4 2002_4 84.67 378.5 15.48 0.6140929630348728
2004_4 2003_4 84.19 378.5 15.48 0.6120970705940093
2005_4 2004_4 83.7 378.70000000000005 15.49 0.6101076650971026
2006_4 2005_4 83.22 379.20000000000005 15.49 0.6081247254606308
2007_4 2006_4 82.74 381.5 15.5 0.6061482306695968
2008_4 2007_4 82.26 382.0 15.5 0.6041781597773049
2009_4 2008_4 81.77 383.90000000000003 19.43 0.6022144919051396
2010_4 2009_4 81.77 383.90000000000003 19.26 0.6002572062423438
2011_4 2010_4 81.05 384.90000000000003 18.62 0.5983062820457984
2012_4 2011_4 80.08 385.40000000000003 18.38 0.5963616986398026
2013_4 2012_4 79.12 385.70000000000005 18.18 0.5944234354158546
2014_4 2013_4 77.42 385.90000000000003 18.09 0.5924914718324333
2015_4 2014_4 76.22 386.40000000000003 18.05 0.5905657874147806
2016_4 2015_4 76.22 389.40000000000003 18.05 0.5886463617546842
2017_4 1981_4 94.57000000000001 363.3 9.48 1.9807911636567148
2018_4 2017_4 95.54 365.3 9.48 1.9743533010716534
2019_4 2018_4 95.78 365.3 9.48 1.9679363624867716
2020_4 2019_4 96.99000000000001 367.0 9.48 1.9615402798959916
2021_4 2020_4 98.92 368.8 9.48 1.9551649855142654
2022_4 2021_4 101.60000000000001 368.5 9.47 1.9247356411251966
2023_4 2022_4 102.60000000000001 369.8 9.47 1.918479967232115
2024_4 2023_4 103.80000000000001 370.8 9.47 1.9122446251991705
2025_4 2024_4 104.0 371.0 9.47 1.9060295489448278
2026_4 2025_4 104.7 371.8 9.47 1.899834672602326
2027_4 2026_4 106.9 372.8 8.45 1.8936599305189812
2028_4 2027_4 109.30000000000001 374.0 8.45 1.8875052572554896
2029_4 2028_4 109.60000000000001 374.3 8.45 1.8813705875852356
2030_4 2029_4 110.80000000000001 375.5 8.45 1.8752558564935993
2031_4 2030_4 111.5 375.5 8.45 1.869160999177268
2032_4 2031_4 114.10000000000001 376.0 8.45 1.8630859510435491
2033_4 2032_4 114.60000000000001 376.20000000000005 8.45 1.857030647709686
2034_4 2033_4 116.10000000000001 376.5 8.45 1.8509950250021756
2035_4 2034_4 116.60000000000001 376.20000000000005 8.45 1.8449790189560877
2036_4 2035_4 119.2 375.0 8.45 1.8389825658143877
2037_4 2036_4 119.5 375.0 8.45 1.833005602027261
2038_4 2037_4 122.80000000000001 374.3 8.45 1.8270480642514388
2039_4 2038_4 122.80000000000001 374.0 8.45 1.8211098893495279
2040_4 2039_4 124.30000000000001 373.0 8.45 1.8151910143893402
2041_4 2040_4 124.80000000000001 372.8 8.45 1.8092913766432268
2042_4 2041_4 125.30000000000001 372.3 8.45 1.803410913587413
2043_4 2042_4 125.7 372.0 8.45 1.7975495629013354
2044_4 2043_4 127.9 371.3 8.45 1.7917072624669814
2045_4 2044_4 128.4 371.3 8.45 1.7858839503682316
2046_4 2045_4 130.6 371.3 8.45 1.7800795648902024
2047_4 2046_4 132.0 372.0 8.45 1.7742940445185933
2048_4 2047_4 132.5 372.3 8.45 1.768527327939034
2049_4 2048_4 134.4 372.8 8.45 1.7627793540364352
2050_4 2049_4 135.9 373.0 8.45 1.7570500618943399
2051_4 2050_4 136.8 373.3 8.45 1.7513393907942794
2052_4 2051_4 137.1 373.3 8.45 1.7456472802151286
2053_4 2052_4 140.20000000000002 373.3 8.45 1.7399736698324648
2054_4 2053_4 140.5 373.3 8.45 1.7343184995179288
2055_4 2054_4 142.4 373.3 8.45 1.7286817093385873
2056_4 2055_4 142.9 373.3 8.45 1.723063239556298
2057_4 2056_4 144.6 373.3 8.45 1.717463030627076
2058_4 2057_4 145.1 373.3 8.45 1.7118810232004633
2059_4 2058_4 145.5 375.0 8.45 1.7063171581188998
2060_4 2059_4 146.3 378.20000000000005 8.45 1.700771376417096
2061_4 2060_4 148.70000000000002 378.70000000000005 8.45 1.6952436193214082
2062_4 2061_4 149.70000000000002 378.70000000000005 8.45 1.6897338282492158
2063_4 2062_4 151.3 378.70000000000005 8.45 1.6842419448083001
2064_4 2063_4 152.8 379.20000000000005 8.45 1.6787679107962261
2065_4 2064_4 154.20000000000002 379.70000000000005 8.45 1.6733116681997249
2066_4 2065_4 154.5 380.0 8.45 1.6678731591940794
2067_4 2066_4 156.4 380.5 8.45 1.6624523261425115
2068_4 2067_4 159.3 381.0 6.09 1.657049111595571
2069_4 2068_4 160.8 381.70000000000005 6.09 1.6516634582905265
2070_4 2069_4 161.0 381.70000000000005 6.09 1.6462953091507595
2071_4 2070_4 163.20000000000002 382.90000000000003 6.09 1.6409446072851586
2072_4 2071_4 163.70000000000002 383.20000000000005 6.09 1.6356112959875166
2073_4 2072_4 165.60000000000002 383.40000000000003 6.09 1.6302953187359306
2074_4 2073_4 165.8 383.40000000000003 6.09 1.6249966191922012
2075_4 2074_4 168.3 383.20000000000005 6.09 1.6197151412012372
2076_4 2075_4 168.70000000000002 383.20000000000005 6.09 1.6144508287904593
2077_4 2076_4 170.9 382.90000000000003 6.09 1.6092036261692078
2078_4 2077_4 171.4 382.90000000000003 6.09 1.60397347772815
2079_4 2078_4 173.3 382.40000000000003 6.09 1.5987603280386926
2080_4 2079_4 173.8 382.40000000000003 6.09 1.5935641218523928
2081_4 2080_4 175.3 382.40000000000003 6.09 1.5883848041003736
2082_4 2081_4 175.70000000000002 382.40000000000003 6.09 1.58322231989274
2083_4 2082_4 177.4 382.40000000000003 6.09 1.578076614517997
2084_4 2083_4 177.4 382.70000000000005 6.09 1.5729476334424701
2085_4 2084_4 178.9 383.40000000000003 6.09 1.5678353223097277
2086_4 2085_4 180.3 384.90000000000003 6.09 1.5627396269400038
2087_4 2086_4 180.60000000000002 385.20000000000005 6.09 1.557660493329625
2088_4 2087_4 180.8 385.40000000000003 6.09 1.552597867650438
2089_4 2088_4 182.0 386.20000000000005 6.09 1.5475516962492386
2090_4 2089_4 182.0 386.40000000000003 6.09 1.5425219256472036
2091_4 2090_4 183.70000000000002 386.90000000000003 6.09 1.5375085025393236
2092_4 2091_4 183.9 387.20000000000005 6.09 1.5325113737938385
2093_4 2092_4 185.60000000000002 387.70000000000005 6.09 1.5275304864516743
2094_4 2093_4 186.4 387.70000000000005 6.09 1.5225657877258816
2095_4 2094_4 187.10000000000002 388.70000000000005 6.09 1.5176172250010764
2096_4 2095_4 188.10000000000002 390.20000000000005 6.09 1.5126847458328825
2097_4 2096_4 188.10000000000002 391.20000000000005 6.09 1.5077682979473757
2098_4 2097_4 187.3 391.90000000000003 6.09 1.5028678292405295
2099_4 2098_4 189.3 393.40000000000003 1.09 1.219987130732047
2100_4 2099_4 191.20000000000002 394.1 1.09 1.2160219931409153
2101_4 2100_4 191.4 394.40000000000003 1.09 1.2120697428300842
2102_4 2101_4 193.60000000000002 395.1 1.09 1.2081303379139972
2103_4 2102_4 194.60000000000002 395.6 1.09 1.2042037366432323
2104_4 2103_4 195.8 396.40000000000003 1.09 1.2002898974040594
2105_4 2104_4 196.3 396.40000000000003 1.09 1.196388778717999
2106_4 2105_4 195.5 397.1 1.08 1.1925003392413824
2107_4 2106_4 195.5 397.40000000000003 1.08 1.1886245377649145
2108_4 2107_4 194.8 398.90000000000003 1.08 1.1847613332132363
2109_4 2108_4 194.60000000000002 399.1 1.08 1.1809106846444895
2110_4 2109_4 194.3 400.90000000000003 1.08 1.177072551249883
2111_4 2110_4 195.5 401.40000000000003 1.08 1.1732468923532604
2112_4 2111_4 195.8 401.40000000000003 1.08 1.169433667410669
2113_4 2112_4 196.8 400.40000000000003 1.09 1.165632836009929
2114_4 2113_4 197.0 400.40000000000003 1.09 1.1618443578702073
2115_4 2114_4 198.70000000000002 401.6 -0.9400000000000001 1.1580681928415886
2116_4 2115_4 199.9 403.6 -0.9800000000000001 1.154304300904651
2117_4 2116_4 200.10000000000002 403.6 -0.9800000000000001 1.1505526421700416
2118_4 2117_4 201.3 402.90000000000003 -0.9800000000000001 1.1468131768780538
2119_4 2118_4 201.60000000000002 402.6 -0.9800000000000001 1.1430858653982061
2120_4 2119_4 203.0 404.1 -1.03 1.1393706682288214
2121_4 2120_4 203.5 404.1 -1.03 1.135667545996609
2122_4 2121_4 205.70000000000002 406.6 -1.03 1.1319764594562476
2123_4 2122_4 205.4 408.1 -1.04 1.1282973694899685
2124_4 2123_4 205.20000000000002 408.3 -1.04 1.1246302371071417
2125_4 2124_4 204.70000000000002 408.8 -1.04 1.1209750234438625
2126_4 2125_4 204.5 409.8 -1.04 1.1173316897625394
2127_4 2126_4 204.5 410.6 -1.04 1.113700197451484
2128_4 2127_4 204.0 411.6 -1.04 1.1100805080245015
2129_4 2128_4 205.0 412.3 -1.04 1.106472583120483
2130_4 2129_4 206.20000000000002 412.8 -1.04 1.1028763845029985
2131_4 2130_4 206.20000000000002 413.1 -1.04 1.0992918740598925
2132_4 2131_4 207.60000000000002 414.5 -1.06 1.0957190138028792
2133_4 2132_4 208.3 415.0 -1.08 1.0921577658671404
2134_4 2133_4 208.60000000000002 415.8 -1.1 1.0886080925109243
2135_4 2134_4 209.3 416.5 -1.12 1.0850699561151453
2136_4 2135_4 209.60000000000002 417.3 -1.12 1.0815433191829853
2137_4 2136_4 209.8 417.5 -1.1300000000000001 1.0780281443394963
2138_4 2137_4 211.0 418.0 -1.1300000000000001 1.0745243943312046
2139_4 2138_4 211.70000000000002 418.3 -1.1300000000000001 1.0710320320257154
2140_4 2139_4 213.9 417.5 -4.75 1.06755102041132
2141_4 2140_4 215.60000000000002 418.3 -4.7700000000000005 1.0640813225966033
2142_4 2141_4 216.8 418.8 -4.78 1.060622901810052
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2151_4 2150_4 218.70000000000002 424.70000000000005 -5.86 1.0299985725513034
2152_4 2151_4 219.70000000000002 425.0 -5.86 1.0266509257147467
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2154_4 2153_4 221.10000000000002 425.5 -5.86 1.0199882377125253
2155_4 2154_4 221.9 425.70000000000005 -5.86 1.016673125936355
2156_4 2155_4 222.60000000000002 426.0 -5.86 1.0133687887609912
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2158_4 2157_4 223.60000000000002 426.5 -5.86 1.0067922982503508
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2166_4 2165_4 228.9 432.70000000000005 -8.45 0.9809103719110766
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