[gmx-users] Correction for the PBC!

teklebrh at ualberta.ca teklebrh at ualberta.ca
Tue Sep 14 20:03:46 CEST 2010


Dear Justine,

I have tried every thing but the g_rdf of my surfactant molecules ....
Surfactant = PAP

PAP-PAP .. RDF looks like this..
       0            0
      0.002          0
      0.004          0
      0.006          0
      0.008          0
       0.01          0
      0.012          0
      0.014          0
      0.016          0
      0.018          0
       0.02          0
      0.022          0
      0.024          0
      0.026          0
      0.028          0
       0.03          0
      0.032          0
      0.034          0
      0.036          0
      0.038          0
       0.04          0
      0.042          0
      0.044          0
      0.046          0
      0.048          0
       0.05          0
      0.052          0
      0.054          0
      0.056          0
      0.058          0
       0.06          0
      0.062          0
      0.064          0
      0.066          0
      0.068          0
       0.07          0
      0.072          0
      0.074          0
      0.076          0
      0.078          0
       0.08          0
      0.082          0
      0.084          0
      0.086          0
      0.088          0
       0.09          0
      0.092          0
      0.094          0
      0.096          0
      0.098          0
        0.1          0
      0.102          0
      0.104          0
      0.106          0
      0.108          0
       0.11          0
      0.112          0
      0.114          0
      0.116          0
      0.118          0
       0.12          0
      0.122          0
      0.124  0.0386708
      0.126          0
      0.128          0
       0.13          0
      0.132          0
      0.134          0
      0.136          0
      0.138  0.0312225
       0.14          0
      0.142  0.0294884
      0.144          0
      0.146          0
      0.148          0
       0.15          0
      0.152          0
      0.154   0.050144
      0.156          0
      0.158   0.047637
       0.16  0.0464535
      0.162   0.022657
      0.164  0.0221076
      0.166  0.0215781
      0.168  0.0632021
       0.17  0.0617243
      0.172  0.0803955
      0.174  0.0392791
      0.176  0.0767833
      0.178   0.112601
       0.18   0.165168
      0.182  0.0718038
      0.184    0.12294
      0.186   0.171872
      0.188   0.117764
       0.19  0.0988267
      0.192  0.0645195
      0.194   0.205385
      0.196    0.17026
      0.198   0.121336
        0.2   0.178384
      0.202   0.145723
      0.204   0.257183
      0.206   0.196166
      0.208   0.261133
       0.21   0.350562
      0.212     0.2646
      0.214   0.324599
      0.216   0.382335
      0.218   0.450424
       0.22   0.491411
      0.222   0.591186
      0.224   0.533271
      0.226   0.651932
      0.228   0.834996
       0.23    1.19148
      0.232    1.95537
      0.234    2.38904
      0.236    3.52306
      0.238    4.37741
       0.24    5.56415
      0.242    6.89399
      0.244    8.25963
      0.246    10.1401
      0.248    10.5862
       0.25    11.5687
      0.252    11.9851
      0.254    12.3869
      0.256     11.786
      0.258    11.3537
       0.26    10.8894
      0.262    10.1434
      0.264    9.45289
      0.266    8.20198
      0.268    7.95582
       0.27    7.26746
      0.272    7.00034
      0.274    6.43903
      0.276    6.16654
      0.278    6.10889
       0.28    6.47701
      0.282    6.68453
      0.284    7.12153
      0.286    7.97467
      0.288    8.63126
       0.29    9.60143
      0.292    10.5722
      0.294    11.6465
      0.296    12.6569
      0.298     14.349
        0.3    15.1626
      0.302    16.1753
      0.304    16.5934
      0.306    17.2663
      0.308    18.0833
       0.31    18.3891
      0.312    19.2229
      0.314    19.0814
      0.316    19.8116
      0.318    19.5628
       0.32    21.2178
      0.322    20.5652
      0.324    21.5411
      0.326    21.5295
      0.328    21.4391
       0.33    22.2337
      0.332    22.1936
      0.334    22.6958
      0.336    22.5159
      0.338    23.9627
       0.34    24.1445
      0.342    24.5645
      0.344    25.3701
      0.346    25.3908
      0.348    26.6904
       0.35    27.0803
      0.352    27.5124
      0.354    30.0258
      0.356    30.3648
      0.358    30.5508
       0.36    31.3087
      0.362    32.5661
      0.364    33.0299
      0.366    33.3802
      0.368    33.9448
       0.37    35.4638
      0.372    36.3684
      0.374    38.6968
      0.376    42.1603
      0.378    46.8835
       0.38    55.6397
      0.382    63.6524
      0.384    70.6934
      0.386    72.4445
      0.388    68.5321
       0.39    63.1321
      0.392    59.9827
      0.394    59.5433
      0.396    59.5346
      0.398    59.6736
        0.4    60.1412
      0.402    63.2898
      0.404    68.8691

       -
       -
       -
       -
       -
       -

3.618    1.49702
       3.62    1.49392
      3.622    1.49265
      3.624    1.47739
      3.626    1.48502
      3.628    1.49045
       3.63    1.47957
      3.632    1.48315
      3.634    1.47226
      3.636    1.47088
      3.638    1.47169
       3.64    1.47815
      3.642    1.45689
      3.644    1.44958
      3.646    1.46132
      3.648    1.45749
       3.65    1.45743
      3.652    1.45316
      3.654    1.44515
      3.656    1.43456
      3.658    1.45053
       3.66    1.42725
      3.662    1.42837
      3.664    1.42375
      3.666    1.43557
      3.668    1.41623
       3.67    1.41688
      3.672     1.4284
      3.674    1.39468
      3.676    1.41252
      3.678    1.41158
       3.68    1.42698
      3.682    1.39971
      3.684    1.40453
      3.686    1.40363
      3.688    1.38676
       3.69     1.3831
      3.692    1.39389
      3.694    1.38261
      3.696    1.38849
      3.698    1.39562
        3.7    1.37748
      3.702     1.3559
      3.704    1.38009
      3.706    1.37901
      3.708    1.36219
       3.71    1.36057
      3.712    1.34968
      3.714    1.35544
      3.716    1.35059
      3.718    1.34517
       3.72    1.35307
      3.722    1.33468
      3.724    1.33697
      3.726    1.32972
      3.728    1.35317
       3.73    1.34359
      3.732    1.33036
      3.734    1.32676
      3.736    1.32371
      3.738    1.31825
       3.74    1.30929
      3.742    1.31097
      3.744    1.29373
      3.746    1.30557
      3.748    1.31186
       3.75    1.30615
      3.752    1.29304
      3.754    1.30105
      3.756    1.28575
      3.758    1.29182
       3.76    1.27846
      3.762    1.29297
      3.764    1.27195
      3.766    1.27255
      3.768    1.27472
       3.77    1.26995
      3.772    1.26761
      3.774    1.24985
      3.776    1.26267
      3.778    1.25907
       3.78    1.25731
      3.782    1.24681
      3.784    1.24505
      3.786    1.25134
      3.788    1.24811
       3.79    1.24578
      3.792    1.23609
      3.794    1.23061
      3.796    1.22387
      3.798    1.23296
        3.8    1.22636
      3.802    1.23006
      3.804    1.19768
      3.806    1.22099
      3.808    1.20974
       3.81    1.21327
      3.812    1.20263
      3.814    1.19753
      3.816    1.19019
      3.818    1.19533
       3.82    1.19154
      3.822    1.19894
      3.824    1.19425
      3.826    1.19786
      3.828    1.18763
       3.83     1.1856
      3.832    1.17327
      3.834     1.1841
      3.836     1.1705
      3.838    1.16918
       3.84    1.16837
      3.842    1.16476
      3.844    1.16393
      3.846    1.15772
      3.848    1.15619
       3.85    1.14672
      3.852    1.15073
      3.854    1.14239
      3.856    1.13708
      3.858    1.12996
       3.86    1.14463
      3.862    1.11898
      3.864    1.12187
      3.866    1.11642
      3.868    1.12246
       3.87    1.12548
      3.872    1.11631
      3.874    1.11326
      3.876    1.10855
      3.878    1.11599
       3.88     1.1087
      3.882    1.09331
      3.884    1.09874
      3.886    1.09685
      3.888    1.09971
       3.89    1.10151
      3.892    1.09531
      3.894    1.08087
      3.896    1.07741
      3.898    1.08176
        3.9    1.06993
      3.902    1.07141
      3.904    1.06588
      3.906    1.06933
      3.908    1.06166
       3.91     1.0674
      3.912     1.0484
      3.914    1.05787
      3.916     1.0477
      3.918    1.04269
       3.92    1.04876
      3.922    1.03885
      3.924    1.04079
      3.926    1.04169
      3.928    1.04109
       3.93     1.0364
      3.932    1.03547
      3.934    1.01927
      3.936    1.02606
      3.938     1.0213
       3.94    1.02079
      3.942    1.00924
      3.944    1.00848
      3.946    1.00971
      3.948    1.01064
       3.95   0.996613
      3.952   0.996559
      3.954   0.996959
      3.956   0.998992
      3.958    0.98474
       3.96   0.988146
      3.962    0.99238
      3.964   0.998688
      3.966   0.982488
      3.968   0.964017
       3.97   0.970145
      3.972   0.974564
      3.974   0.966096
      3.976    0.96833
      3.978   0.957817
       3.98   0.960695
      3.982   0.948339
      3.984   0.954437
      3.986   0.949187
      3.988   0.949588
       3.99   0.932854
      3.992   0.943381
      3.994   0.943342
      3.996   0.935859
      3.998   0.925329
          4   0.930935
      4.002   0.930638
      4.004   0.915742
      4.006   0.916356
      4.008   0.914661
       4.01   0.913785
      4.012   0.912741
      4.014   0.914998
      4.016   0.915678
      4.018   0.915294
       4.02    0.90147
      4.022   0.895573
      4.024   0.897313
      4.026   0.881787
      4.028   0.887577
       4.03   0.890193
      4.032   0.892145
      4.034    0.88283
      4.036   0.885348
      4.038   0.876876
       4.04   0.872154
      4.042   0.876419
      4.044   0.878118
      4.046   0.865789
      4.048   0.870954
       4.05   0.868049
      4.052   0.862877
      4.054   0.858095
      4.056   0.851822
      4.058   0.855818
       4.06   0.853619
      4.062   0.842873
      4.064    0.84844
      4.066   0.845933
      4.068   0.837848
       4.07   0.833639
      4.072   0.837754
      4.074   0.830918
      4.076   0.830175
      4.078   0.825299
       4.08   0.818966
      4.082   0.820927
      4.084   0.818022
      4.086   0.812026
      4.088   0.804889
       4.09   0.815197
      4.092   0.807292
      4.094   0.810965
      4.096   0.800183
      4.098   0.793872
        4.1   0.807127
      4.102   0.789674
      4.104   0.795408
      4.106   0.798583
      4.108    0.79196
       4.11   0.786059
      4.112   0.787969
      4.114   0.775823
      4.116   0.779488
      4.118   0.777093
       4.12   0.781073
      4.122   0.771884
      4.124   0.775363
      4.126   0.766022
      4.128   0.766019
       4.13   0.763528
      4.132   0.759282
      4.134   0.761387
      4.136   0.750792
      4.138   0.755269
       4.14   0.748107
      4.142   0.744142
      4.144   0.741016
      4.146   0.746871
      4.148   0.737341
       4.15   0.730139
      4.152   0.727265
      4.154   0.742743
      4.156   0.726984
      4.158   0.725515
       4.16   0.711536
      4.162   0.731623
      4.164   0.703933
      4.166   0.721472
      4.168   0.716057
       4.17   0.720965
      4.172   0.719051
      4.174   0.704044
      4.176   0.701346
      4.178   0.696225
       4.18   0.700132
      4.182   0.701525
      4.184   0.697064
      4.186   0.700028
      4.188   0.697499
       4.19   0.687055
      4.192   0.677398
      4.194   0.682056
      4.196   0.684369
      4.198   0.678339
        4.2   0.673119
      4.202    0.67668
      4.204   0.678804
      4.206   0.668657
      4.208   0.666873
       4.21   0.661783
      4.212   0.662844
      4.214   0.666264
      4.216   0.664936
      4.218   0.659085
       4.22   0.657377
      4.222   0.647065
      4.224   0.643763
      4.226    0.65035
      4.228    0.64951
       4.23   0.644331
      4.232   0.642256
      4.234   0.638672
      4.236   0.641769
      4.238   0.645202
       4.24   0.637489
      4.242   0.628153
      4.244   0.624075
      4.246   0.627562
      4.248   0.624409
       4.25   0.622008
      4.252   0.617578
      4.254   0.618082
      4.256   0.616705
      4.258   0.620233
       4.26   0.613723
      4.262   0.613542
      4.264   0.606722
      4.266   0.601474
      4.268   0.602512
       4.27   0.610145
      4.272   0.603124
      4.274   0.598812
      4.276   0.588374
      4.278    0.59133
       4.28   0.586432
      4.282   0.587866
      4.284   0.585618
      4.286   0.573144
      4.288    0.57663
       4.29   0.578556
      4.292    0.57521
      4.294   0.580931
      4.296    0.56578
      4.298   0.561448
        4.3   0.573121
      4.302   0.573457
      4.304   0.563928
      4.306   0.560218
      4.308   0.555828
       4.31   0.556358
      4.312   0.563511
      4.314   0.557304
      4.316   0.561251
      4.318   0.545093
       4.32   0.550265
      4.322   0.540745
      4.324   0.536129
      4.326   0.552832
      4.328   0.548235
       4.33   0.537861
      4.332   0.535545
      4.334   0.528127
      4.336   0.535767
      4.338   0.529951
       4.34   0.528368
      4.342   0.523278
      4.344   0.520704
      4.346   0.527159
      4.348    0.52593
       4.35   0.525731
      4.352   0.519521
      4.354   0.513252
      4.356    0.51457
      4.358   0.518719
       4.36   0.510497
      4.362   0.509598
      4.364   0.506181
      4.366   0.504419
      4.368   0.497795
       4.37   0.500966
      4.372   0.504876
      4.374   0.489321
      4.376   0.507235
      4.378   0.493448
       4.38   0.496172
      4.382   0.491397
      4.384   0.482856
      4.386   0.491271
      4.388   0.480308
       4.39   0.481918
      4.392   0.488769
      4.394   0.475618
      4.396   0.478773
      4.398   0.479026
        4.4   0.476978
      4.402   0.470825
      4.404   0.481324
      4.406   0.466229
      4.408    0.46433
       4.41   0.463153
      4.412   0.461773
      4.414   0.452375
      4.416   0.457859
      4.418   0.460082
       4.42   0.454811
      4.422   0.463698
      4.424    0.45372
      4.426   0.451355
      4.428     0.4544
       4.43   0.444576
      4.432   0.445647
      4.434   0.440643
      4.436   0.442069
      4.438   0.442747
       4.44   0.437023
      4.442   0.434889
      4.444   0.440704
      4.446   0.432446
      4.448   0.432088
       4.45   0.428407
      4.452   0.428726
      4.454   0.427902
      4.456   0.426622
      4.458   0.420097
       4.46   0.424059
      4.462   0.423266
      4.464   0.425177
      4.466   0.418946
      4.468   0.417772
       4.47   0.417076
      4.472   0.413366
      4.474   0.405287
      4.476   0.406673
      4.478   0.406363
       4.48   0.400713
      4.482   0.403016
      4.484   0.409838
      4.486   0.404124
      4.488   0.398131
       4.49   0.400173
      4.492   0.407882
      4.494   0.397001
      4.496   0.396174
      4.498   0.397463
        4.5   0.397709
      4.502   0.390852
      4.504   0.386567
      4.506    0.38765
      4.508   0.390087
       4.51   0.382283
      4.512   0.375047
      4.514   0.377796
      4.516    0.38053
      4.518   0.377125
       4.52   0.376932
      4.522    0.37867
      4.524   0.369377
      4.526   0.365101
      4.528   0.372542
       4.53   0.370364
      4.532   0.366127
      4.534   0.366403
      4.536   0.363976
      4.538   0.369198
       4.54   0.357528
      4.542   0.364936
      4.544   0.356557
      4.546   0.354742
      4.548   0.356217
       4.55   0.352334
      4.552   0.356217
      4.554   0.349794
      4.556   0.354308
      4.558   0.352529
       4.56   0.349079
      4.562   0.346863
      4.564   0.348607
      4.566   0.344551
      4.568   0.336456
       4.57   0.344059
      4.572   0.342846
      4.574   0.343857
      4.576   0.342621
      4.578   0.337633
       4.58   0.332792
      4.582   0.330428
      4.584   0.335745
      4.586   0.331965
      4.588   0.332565
       4.59   0.327592
      4.592   0.324987
      4.594   0.325261
      4.596   0.323394
      4.598   0.321757
        4.6   0.320289
      4.602   0.324011
      4.604   0.317495
      4.606   0.319709
      4.608    0.31597
       4.61   0.309665
      4.612   0.311883
      4.614   0.310811
      4.616   0.309345
      4.618   0.309076
       4.62   0.306849
      4.622   0.306059
      4.624   0.302499
      4.626   0.305746
      4.628   0.302484
       4.63   0.299231
      4.632   0.300029
      4.634   0.298585
      4.636   0.299477
      4.638   0.299858
       4.64   0.296264
      4.642   0.294672
      4.644   0.293695
      4.646   0.289712
      4.648   0.290992
       4.65   0.290417
      4.652   0.288514
      4.654   0.283104
      4.656   0.283552
      4.658    0.28347
       4.66   0.290235
      4.662   0.285285
      4.664   0.277959
      4.666   0.279521
      4.668   0.273256
       4.67   0.277063
      4.672   0.276483
      4.674   0.268187
      4.676   0.271514
      4.678   0.268644
       4.68   0.271048
      4.682    0.26606
      4.684   0.275102
      4.686   0.267121
      4.688   0.266818
       4.69    0.26788
      4.692   0.264629
      4.694   0.264184
      4.696   0.267243
      4.698   0.259231
        4.7   0.262627
      4.702   0.259008
      4.704   0.256346
      4.706    0.25399
      4.708   0.255914
       4.71   0.255821
      4.712   0.254408
      4.714   0.250453
      4.716    0.24994
      4.718   0.252659
       4.72   0.248023
      4.722   0.250594
      4.724    0.24799
      4.726   0.247123
      4.728    0.24647
       4.73   0.240303
      4.732   0.242484
      4.734   0.238625
      4.736   0.239147
      4.738   0.233552
       4.74   0.238918
      4.742   0.236821
      4.744   0.234888
      4.746   0.236861
      4.748   0.233715
       4.75   0.232752
      4.752    0.23089
      4.754   0.229704
      4.756   0.231364
      4.758   0.230899
       4.76   0.231003
      4.762    0.22809
      4.764   0.228475
      4.766   0.221141
      4.768   0.228355
       4.77   0.227719
      4.772   0.221959
      4.774   0.220529
      4.776   0.217598
      4.778   0.221624
       4.78   0.219706
      4.782   0.219037
      4.784   0.221091
      4.786   0.215576
      4.788   0.214745
       4.79   0.212482
      4.792   0.214316
      4.794   0.213902
      4.796   0.215149
      4.798   0.207367
        4.8   0.212391
      4.802   0.212657
      4.804   0.211209
      4.806   0.206088
      4.808   0.205848
       4.81    0.20539
      4.812    0.20463
      4.814   0.205654
      4.816   0.201655
      4.818   0.199889
       4.82   0.203828
      4.822   0.200193
      4.824   0.203232
      4.826   0.197828
      4.828   0.197051
       4.83   0.195867
      4.832   0.197971
      4.834   0.192717
      4.836   0.194464
      4.838   0.195964
       4.84   0.193304
      4.842   0.190948
      4.844    0.19491
      4.846   0.192267
      4.848   0.193662
       4.85   0.185335
      4.852   0.187522
      4.854   0.186923
      4.856   0.185904
      4.858   0.184322
       4.86   0.181996
      4.862   0.185581
      4.864    0.18334
      4.866   0.179438
      4.868   0.182014
       4.87   0.179545
      4.872   0.180184
      4.874   0.179702
      4.876   0.178584
      4.878   0.177543
       4.88   0.179362
      4.882   0.175853
      4.884   0.176353
      4.886   0.172697
      4.888   0.173782
       4.89   0.176536
      4.892   0.171556
      4.894   0.170033
      4.896   0.170748
      4.898   0.167734
        4.9   0.170794
      4.902   0.169994
      4.904   0.169182
      4.906    0.16627
      4.908   0.166794
       4.91   0.167013
      4.912   0.165671
      4.914   0.166407
      4.916   0.164396
      4.918   0.167214
       4.92   0.164345
      4.922   0.166479


It terminated with value not 1 but close to zero.... any idea on this

g_rdf -f PAP_8_Box12_HEP_EM_NPTNHPR_20ns_PBC.xtc -s  
PAP_8_Box12_HEP_EM_NPTNHPR_20ns.tpr -b 19000 -e 20000 -o RDFPBC.xvg

Try to correct for PBC and still the same....

Regards,

Rob




Quoting teklebrh at ualberta.ca:

>
>
> Dear Justine,
>
> No, I have 20 surfactants in my system in a pure solvent and try to  
> see the aggregation and adsorption properties of these molecules. I  
> have run them for 20ns. And now start to analyze my data.
>
> Just in short I want to correct for periodicity! so that to get the  
> accurate result for my g_dist and g_rdf.
>
> trjconv on the xxx.xtc.... Like
>
> trjconv -f x_input.xtc -o x_out.xtc -b 19000 -e 20000 -s x_input.tpr  
> -pbc nojump
>
> or I have to cluster it first.
>
> Rob
>
> Quoting "Justin A. Lemkul" <jalemkul at vt.edu>:
>
>>
>>
>> teklebrh at ualberta.ca wrote:
>>> Dear Justine,
>>>
>>> I just checked at the archive list and found out lots of information
>>> on how to correct for PBC! And if I understood it correctly is this
>>> the right way to follow...
>>> "If you are trying to correct for periodicity for all species in the system
>>> (protein and water) then a few iterations of trjconv may be necessary, i.e.
>>> -center (on protein), followed by -pbc nojump or -pbc mol -ur
>>> compact. Using
>>> trjconv is a bit hit-or-miss, and just requires a bit of playing to
>>> get things working how you want them."
>>>
>>> trjconv -f xxx.xtc -o x_cluster.gro -b 19000 -e 20000 -pbc cluster
>>>
>>> grompp -f xx.mdp -c x_cluster.gro -o x_cluster.tpr
>>>
>>> trjconv -f xxx.xtc -o x_cluster.xtc -b 19000 -e 20000 -s
>>> xx_cluster.tpr -pbc nojump
>>>
>>> Then I have to do anaysis on the new .tpr and .xtc...... is that  
>>> correct....
>>>
>>> Is this the right way to correct for periodicity... I took the idea
>>> from you and Chris. I have done the RDF and distance measurement but
>>> looks a bit off my RDF did not converge to 1. They recommend me to
>>> do PBC correction on my system which is run for 20ns. I am doing the
>>> analysis on the last 1ns (from 19-20 ns)
>>>
>>
>> Without context, I have no idea if what you've done is right. The
>> clustering algorithm is only really useful for the formation of
>> clustered molecules (i.e. micelles), so if you're trying to apply it
>> to something else, I don't know that it will work.
>>
>> -Justin
>>
>>> You suggestion is always helpful!
>>>
>>> Rob
>>>
>>>
>>>
>>>
>>>
>>>
>>>
>>> Quoting "Justin A. Lemkul" <jalemkul at vt.edu>:
>>>
>>>>
>>>>
>>>> teklebrh at ualberta.ca wrote:
>>>>> Dear Gromacs,
>>>>>
>>>>> I want to correct the periodic boundry condition before analyzing
>>>>> my data, how do I perform that?
>>>>>
>>>>
>>>> Please see trjconv -h, as well as any of the thousands of posts in
>>>> the list archive related to this topic.
>>>>
>>>> -Justin
>>>>
>>>>> any suggest!
>>>>>
>>>>> Rob
>>>>
>>>> --
>>>> ========================================
>>>>
>>>> Justin A. Lemkul
>>>> Ph.D. Candidate
>>>> ICTAS Doctoral Scholar
>>>> MILES-IGERT Trainee
>>>> Department of Biochemistry
>>>> Virginia Tech
>>>> Blacksburg, VA
>>>> jalemkul[at]vt.edu | (540) 231-9080
>>>> http://www.bevanlab.biochem.vt.edu/Pages/Personal/justin[1]
>>>>
>>>> ========================================
>>>> --
>>>> gmx-users mailing list gmx-users at gromacs.org
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>>>>
>>>
>>
>> --
>> ========================================
>>
>> Justin A. Lemkul
>> Ph.D. Candidate
>> ICTAS Doctoral Scholar
>> MILES-IGERT Trainee
>> Department of Biochemistry
>> Virginia Tech
>> Blacksburg, VA
>> jalemkul[at]vt.edu | (540) 231-9080
>> http://www.bevanlab.biochem.vt.edu/Pages/Personal/justin[5]
>>
>> ========================================
>> --
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>
>
>
> Links:
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