File size: 48,010 Bytes
dae990d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
2344
2345
2346
2347
2348
2349
2350
2351
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376
2377
2378
2379
2380
2381
2382
2383
2384
2385
2386
2387
2388
2389
2390
2391
2392
2393
2394
2395
2396
2397
2398
2399
2400
2401
2402
2403
2404
2405
2406
2407
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
2420
2421
2422
2423
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
2435
2436
2437
2438
2439
2440
2441
2442
2443
2444
2445
2446
2447
2448
2449
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
2462
2463
2464
2465
2466
2467
2468
2469
2470
2471
2472
2473
2474
2475
2476
2477
2478
2479
2480
2481
2482
2483
2484
2485
2486
2487
2488
2489
2490
2491
2492
2493
2494
2495
2496
2497
2498
2499
2500
2501
2502
2503
2504
2505
2506
2507
2508
2509
2510
2511
2512
2513
2514
2515
2516
2517
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
2530
2531
2532
2533
2534
2535
2536
2537
2538
2539
2540
2541
2542
2543
2544
2545
2546
2547
2548
2549
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
2562
2563
2564
2565
2566
2567
2568
2569
2570
2571
2572
2573
2574
2575
2576
2577
2578
2579
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
2592
2593
2594
2595
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
2606
2607
2608
2609
2610
2611
2612
2613
2614
2615
2616
2617
2618
2619
2620
2621
2622
2623
2624
2625
2626
2627
2628
2629
2630
2631
2632
2633
2634
2635
2636
2637
2638
2639
2640
2641
2642
2643
2644
2645
2646
2647
2648
2649
2650
2651
2652
2653
2654
2655
2656
2657
2658
2659
2660
2661
2662
2663
2664
2665
2666
2667
2668
2669
2670
2671
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
2696
2697
2698
2699
2700
2701
2702
2703
2704
2705
2706
2707
2708
2709
2710
2711
2712
2713
2714
2715
2716
2717
2718
2719
2720
2721
2722
2723
2724
2725
2726
2727
2728
2729
2730
2731
2732
2733
2734
2735
2736
2737
2738
2739
2740
2741
2742
2743
A quick.

Poll.

I have three clocks here.

It has very different times.

My my phone says 10 a.m..

The U.S. system says 10 to 10.

The other one says ten.

What time do you have a ten?

Okay, if I.

A bit.

I really need those of you at the back to

tell me if I lapse into a little bit of.

An.

Indecipherable must I load.

Myself up with a bunch of.

Anti cough medicine stuff?

Since I last saw you on Monday?

I've had a bit of a cold, and when I

get congested I tend to speak a bit more quietly.

So please do tell me if you can't hear me

right.

And that was all a bit of a lead in

to this lecture's title.

It says Neurotransmitters, but which I like to think of

as why do drugs work in other parts and discipline.

This might be called psychopharmacology, which is the idea that

specific neurochemicals.

Specific chemicals have.

Specific effects on.

Brain systems.

And we want to try and understand some of that

today.

As I said, if I.

If I'm not audible at the back.

Please let me know.

I'll just try and speak louder.

I just can't get much feedback myself.

At the moment.

So I want to frame this lecture around cocaine.

Cocaine was first arrived, at least in Western societies about

150 years ago, being used for many years in the

South Andes, for example, as a stimulant for workers in

the high out alpine regions.

When brought to Europe, the.

Drug was first used as a.

Local anaesthetic.

We won't be going into its local anaesthetic properties at

all and was initially in the hopefully as a hopeful

treatment for morphine addiction soon, however attracted widespread recreational use.

But if you look.

At the old advertisements, you say lovely, you know, it's

a sociological lesson lesson in the in the the value

of different substances.

This is an advertisement for.

The.

Cocaine basically as a local anaesthetic for your teeth.

Again, toothache drops really.

You know there's a lot of tooth problems back in

the day then, you know, things got a bit darker

study in scarlet you know, cocaine addiction, cocaine, the thrill

that kills this is now mid century.

And we're really heavily into the period of time where

drugs were really frowned upon.

And then more recently, of course, if you follow Netflix,

ET cetera.

There's a whole profusion of things about drug trade.

But the question I want.

To address here is why does cocaine have its psychoactive?

Not It's like my anaesthetic for the psychoactive effects.

Oh, that's a a device.

I didn't.

Know what that.

Was.

I wonder if it works.

For me.

Now.

There's evidence.

I'm here.

Okay.

I was wondering what that sound was.

It was very disturbing.

Okay, so the question is, why does cocaine change behaviour?

And I'm going to give you a very simple neurochemical

answer in a second.

And then the aim of this lecture is effectively to

break down the sentence.

And the sentence is that cocaine has its effects because

it blocks the re uptake of the neurotransmitter dopamine after

its release.

And it's finance, not just any old sign ups, but

a sign ups.

And by the end of this lecture, I what.

I hope to help you understand is what we think

is what neurotransmitters are.

And anyway.

Why does it have a specific effect?

I still find it striking that so many of these

drugs, these psychoactive drugs, LSD and etc..

Have such specific cognitive effects.

When you just smoke them, inhale them, eat them, whatever.

They get into your bloodstream, they somehow get to your

brain.

How is it these chemicals can have such a specific

cognitive effect when the brain is so exquisitely wired to

help us do things?

This dissonance between.

The global kind.

Of potential effect of cocaine and its specific actual effects

is what I hope to try and get through to

you today as.

Well.

It's really it's an annoyance.

And so, as you all know, you can ingest some

drug in many different ways.

This graph just simply serves to illustrate that the concentration

in the blood.

Depends on the route of administration, as does the time

course.

I don't want to take too much away from this.

The point being that there is.

Quite a.

Significant change in the blood concentration that lasts for a

while.

Then at some point in time that concentration falls below

this threshold level.

For.

Effect.

So before and after ingestion to have an effect when

when the concentration exceeds a particular level.

The other.

It's going to be a few definitional slides in this

lecture because really setting you up for the rest of

the lectures, we need to.

Make sure that you are all on.

Board with the kinds of phrases that we might.

Use.

Many drugs, too much drugs, something what we call a

dose response curve.

That is what we call sigmoid function typically looks like

this.

On the x axis is the drug dose of.

The drug going from low to high.

On the Y axis is the effect of that drug,

whether it be on behaviour or on a specific neurochemical

systems.

And you can see that again, as you increase the

dose of a drug, you might expect to see an

increase in the effect of that drug, which then saturates

afterwards.

Increasing the amount of drug in the system doesn't have

any further effect.

And the reason for that, that saturation is.

Because at some.

Point in time this drug is basically.

Occupying all the.

Potential sites it might have in.

The brain.

Again, this is the idea of a threshold that below

this particular concentration you won't be able to experience or

at least be able to detect the effect of those

substances.

The other thing you should.

Be aware.

Of is that drugs can have multiple effects on different

systems in the body and in the brain.

So, for example, many of you may be aware.

That the drug.

Morphine, which is an agonist of opioid receptors in the

brain.

It's both important for pain relief.

It's why it was developed or it was used.

But at higher doses, it can lead to arrest of

breathing and death.

And the reason for this is that if you look

at the dose response curves for the drug in the

two different behavioural effects, that is the pain relief on

the left and the yellow.

Any effect on breathing on the right?

In the blue you see the different regimes, different concentrations

of the drug are appropriate.

In the two cases.

So there is a margin of safety where you might

be able to have an energy equal pain relief effect,

but you won't have any impact on breathing.

Now, the actual reason.

The major reason for this in this particular case is

illustrative of all drugs.

Is that the type of receptor for morphine that's present

in the brain?

Again, we'll get there in a second.

But the type of the receptor that the present in

the pain system is a slightly.

Different type of receptors and that is present in the

breathing.

System.

And the.

Two receptors have slightly different sensitivities.

To morphine.

And so therefore.

As you increase the dose of morphine, you get more

effect on one of the systems before we get an

effect on the other system.

So the idea that you can have these different effects

at different concentrations relates.

To the fact that different.

Receptors for this.

Agonist have to be found in the brain systems.

Okay.

So the major as I said, the major question I

want to ask in this lecture is why do these

drugs work at all?

I want to put to you a thesis that the

drugs that we are interested in usually act.

At the sign ups between neurones.

I want to suggest that they usually have their.

Effect by changing the strength or duration.

Of activity.

Of particular neurotransmitter systems.

In those same lapses.

And I want to suggest that it's possible for.

Drugs to.

Ingest, to have a systemic.

Administration ingested.

Injected.

Digested, etc..

Have a specific effect because they activate specific pathways of

neurones.

Through the brain.

And we'll go.

Through a few of those pathways at the end of

this lecture.

That is, each of these pathways has a particular neurochemical

signature.

And to try and illustrate that, I want to.

Help you understand how neuroscience has changed since I started

as an undergraduate student.

And now this is a photo, I think.

It was about ten years old, this.

Photo now.

But at the time it was revolutionary.

For me.

This photo is a black.

And white version.

It is a is an image of a slice taken

through the hippocampus of a mouse in the hippocampus.

It's a beautiful structure.

And it has this really dense layer of cells.

Called the principal cell layer.

And you can see at high magnification these cell lines

here.

So each of these little pyramidal shape things is one

of the nerve cells in the perimeter, in the principal

cell.

And all these little processes up here that dendrites do

coming off.

Now, when you first when.

When histology synonymous with first looking at the hippocampus.

First, these cells looked.

Identical to them.

However, recent.

Technologies, for example, by being able to genetically manipulate a.

Mouse.

Have allowed researchers to insert little proteins into cells, the

expression of which.

Depends on the particular types of neurochemicals that those cells

produce and those.

Proteins in turn for when you stimulate them with light.

And so what.

You can what seem to be a relatively homogenous mass

of cells in the hippocampus, for.

Example.

Is now much, much more clearly.

Now a really diversity of cells.

Each of which has a different neurochemical signature.

And I want to outline this to you, particularly because

even in my lifetime there's been a massive change in

what we understand about the specificity of pathways in the

brain because of these kinds of techniques.

So a lot of what I am going to tell.

You is probably going to be out of date in

ten or 15 years as we.

Learn more and more about.

The specificity of those systems.

Okay.

So in the next section, we're going to talk about

how we define neurotransmitters and your modulators.

We've discussed two major neurotransmitters.

In the last.

Lecture, those GABA.

And glutamate.

And I alluded to the fact that there are many

other neurotransmitters, just to remind you of assign naps and

what neurotransmitters do.

This is a sign ups the presynaptic space here in

green, the post and haptic membrane here.

Someone pointed out in the last lecture this line is

point in the wrong place.

It should actually be pointing to the presynaptic membrane here.

These are little bags of vesicles of neurotransmitters that have

docked at the presynaptic membrane and release the.

Contents into space.

For these neurotransmitters.

Can cross that little space to sign acting cleft and

have an action on receptors at the person action membrane.

So that's the sign ups activated when an action potentially

invades that sign.

So there's been a lot of discussion for many years

now.

About what neurotransmitters are and which substance we might like

to call neurotransmitters.

It seems like a pretty easy question to ask, but

actually.

It's tremendously difficult.

And the reason for this is that there are many

chemicals that are released in the brain.

And whose release depends on the activity of neurones.

But not all of those chemicals.

Actually act as something that transmits.

Information from one neurone to another.

They're not really.

Neurotransmitters.

Neurotransmitters.

The idea.

In the name is helping.

Transmit signals.

From one to another.

A lot of his.

Chemicals might be released as.

By-products of just simply.

Stopping active or clean up.

Processes and stuff like that.

So we have to define what a neurotransmitter is.

And there's a fairly generally agreed definition now that I

think 40 years old, which is it's stated here, neurotransmitters

are those molecules that are made and stored.

By the presynaptic.

That's the.

Neurone who sign up to these.

Is a putting this cosmetic membrane, the prisoner.

So that neurone has to make and store that substance

that's kind of important to that neurone.

So it's making and.

Storing.

That substance is released.

At the presynaptic terminal.

When that terminal is activated, that doesn't make any sense.

If you have a substance that's being just released.

All the time because it's not going to be able

to transmit any information, its release level won't depend.

On the activity.

Of the neurones.

This neurotransmitter has.

To be its release has to be dependent on the

activity of the presynaptic.

And finally, it seems a bit of a.

Of course, but that substance has to have an effect.

On the postsynaptic.

Near as I said before, there are many chemicals in

the brain that are.

Released at the when neurone is active.

But not all have effects on person.

I think neurones and therefore not all transmit information.

To those neurones.

Similarly, we can define a neurotransmitter receptor as molecules that

are activated by them.

So there's many proteins.

In the cell membrane.

All of those are activated by a neurotransmitter.

So they need to be activated by a.

Neurotransmitter.

And they need to be able to change.

The flow of ions, either directly or indirectly.

Into.

The person active.

So as we discussed in the last lecture, sodium chloride

ions are the primary mechanisms that.

Finds use in this.

Process.

I want to note here that each neurotransmitter may have

several receptors.

As we discussed before, the morphine.

Morphine has multiple opioid receptors.

And each.

Neurotransmitter may.

Have several receptors which express some different neurones.

Sometimes even in the same neurone, unfortunately.

And may be different.

Be sensitive to the neurotransmitter again by analogy to the

morphine thing.

Breathing is affected at one concentration of the neurotransmitter, whereas

pain is effectively another concentration.

Because the receptors for morphine are different in those two

cases.

I've said before, but I'm just going to reiterate because

we do tend to focus on the other neurotransmitters, but

the major neurotransmitters in the brain are glutamate.

And it's some people who think that every.

Neurone in the brain is sensitive to the expression of.

Glutamate, and that is it has.

Sinuses, closing spaces that express receptors for glutamate and GABA.

It's not the case that all neurones in the brain

express or make glutamate.

Think about.

It.

If you look at the cerebral cortex, for example, we

find that about 80% of the neurones in the cerebral

cortex express or make the neurotransmitter glutamate, and they send

back neurotransmitters to the neural.

Whereas 15 to 20%.

Of those Neurones Express and gather and send that one

the person.

If you have a think about that, that seems a

little bit strange.

It's such an imbalance between the amount of neurones.

That produce excitatory neurotransmitters, any amount of neurones that produce

inhibitory neurotransmitters.

Because wouldn't that mean that the brain.

Is hyperactive time?

It's not actually the case.

Indeed, the average.

Number of spikes to.

The neurone, the cerebral.

Cortex.

Every step of.

Action, potential neurone, several cortex produces every second is about

one.

That means, you know.

Several billions.

I think, that were being produced in your brain every

second, but only about one of those per year.

And the.

Reason for that is that the.

Actual.

Inhibitory surface to surface in cerebral cortex acts as the

principal surface.

In addition to these two major classes of neurotransmitters, there

are many other.

Putative and identified neurotransmitters.

And indeed.

This list would change next year because again.

Every year it seems that we identify.

Another chemical as a putative single neurotransmitter in the brain.

The major ones that we would talk about today acetylcholine.

Dopamine, serotonin and noradrenaline.

But you should also know that there.

Are a bunch of other ones.

Including what are called neuropeptides loop proteins, effectively the active

neurotransmitters.

Also nitrous oxide purines endocannabinoid.

Which is the target of THC.

So there's a lot of other ones is thought.

There for a reason.

There's at least 20 or 30.

Substances or neurotransmitter at the stage and as I say,

more being.

Discovered each year.

And then I would define for you what neurotransmitter uptake

means.

So one thing we talked about in the last lecture

is that these neurotransmitters.

Get released into the.

Sinuses.

And the synaptic cleft.

And if you think about it, if they just hang

around there, they just continually.

Activate the person at the exit.

They're bound to the person that's receptors.

Causing ions.

To flow into the postsynaptic neurone, and that pretty well

renders those sinuses useless.

So they can't change the.

Information that the signalling becomes stopping.

Stop and stop and stop.

It is always active.

So we have to get around that some way.

We have to clear that out.

Of the fine, finance those neurotransmitters.

Resetting the.

Science so that can continue to signal more than new

information.

And that's what these re uptake, so-called re uptake mechanisms

are.

There's many of them I don't even know these in

complete detail.

But you won't be able to see much of the

things on this slide.

But if you look at the presynaptic neurones releases the

neurotransmitters into synaptic, they cross the postsynaptic neurone.

And you remember that around these sign ups is.

As we discussed in the last.

Slide, also these glial cells and.

Other forms of non neuronal cells.

It turns out.

These re uptake mechanisms.

Can be found at.

Of those three signs.

The glia actually have very important vacuums.

For this to suck up a lot of the neurotransmitters

and listening to the assignments resetting that so that.

Some of the neurotransmitter gets for some reason.

Unknown to us absorbed into the postsynaptic and some of.

The neurotransmitters get reabsorbed.

And that makes more sense.

But then you can repackage that neurotransmitter.

If you want.

Into another.

Basically, we use that neurotransmitter.

So these people, transporters which take neurotransmitter across the cell

membrane into one of these three cells and out of

this line ups is basically the re uptake mechanism.

This these kind of rehab mechanisms exist for most, if

not all, of the neurotransmitters.

And we'll be.

Discussing the specific one for me, which is important for

the effects of cocaine towards the end of the lecture.

There's a few other terms I need to help you

understand.

It's one that you see a lot in the literature

is these two words agonist and antagonist.

And unfortunately.

These words get.

Used in.

Very different ways by different.

Literatures.

So just trying to accommodate them into some sort of.

Synthesis here for.

You to help you understand.

And agonists can be thought of as a drug that

increases the effect of a neurotransmitter.

Whereas the antagonist is a drug that decreases The New

York Times.

Generally speaking, an agonist that increases the.

Effect of the neurotransmitter.

Does so by increasing production.

Or storage of the your.

If you're making more of it, that's a pretty significant.

You've got more.

To give.

You sign ups.

Or it could increase the release of neurotransmitter.

You've already got enough there, and now you're sending more

fans of this food to the.

Membrane to release.

Into the finals.

Or you could stop.

The New York Times would have been clear so you

could alter those reuptake.

Transporter mechanisms.

Or you could actually.

Bind.

Directly to the.

Postsynaptic.

Receptors as if you.

Were a neurotransmitter and activate those postsynaptic receptors.

So there's multiple ways.

Of increasing the effect of neurotransmitter in the brain's.

And you can do basically the.

Opposite for an antagonistic.

Effect.

The next slide, I think.

Yes.

Do not write these things down.

You can look at them at your leisure.

What this does is try to show you is an

example.

Different drugs and how they might have an effect on

different parts of the neurotransmission process.

I will go through a few just to illustrate it.

For example, L-dopa, which you may know has been targeted

for.

Parkinson's and so forth.

Acts as a precursor but does not mean and we

get the drug.

Meaning the second.

There are other drugs, for example.

Botulinum toxin or Botox.

Inhibits the release of neurotransmitters, in.

This case, acetylcholine.

Into the spine.

Therefore paralysed.

Can anyone tell me why Botox paralyses muscles?

So yeah, so we're not going to talk about it

at all.

But one of the most important snacks is in the.

In the it was.

One of the most important sinuses in the in the

whole body.

Is the.

Neuromuscular junction, the junction between neurones and the muscles that

they have an effect on.

The neurotransmitter at that neuromuscular junction is acetylcholine.

So if you block.

The release of acetylcholine into that sign.

That.

You effectively.

Paralyse those muscles because they're no longer getting stimulated, you

want to paralyse muscles.

And a difference is that with changes.

Other drugs, for example.

Can block the.

Synthesis of enzymes as an.

Antagonist or block.

Presynaptic receptors as an antagonist.

For example, cure are a very potent paralytic blocks.

Again, acetylcholine release affects your muscle production and because of

that paralyses.

Unlike Botox, it has.

A much more of contract.

It's much more powerful and therefore the rest of breathing

death.

You can also have have.

Much weaker effects by adding atropine because anyone been to

an eye doctor has something to stop the eyes.

Pupils dilate.

Yes.

First of all, across the story, I mean, I realise

this practice is dying out.

So the reason for that.

Is that acetylcholine.

Is the major neurotransmitter.

Of the parasympathetic nervous system.

And if you remember the difference between sympathetic.

And sympathetic, nervous and sympathetic nervous system of flight arousal,

increased.

Pupil dilation, when.

You get more sympathetic activity and vice versa than.

Parasympathetic.

If you block the parasympathetic system, you effectively increase the

weight of the sympathetic system.

So you get people dilation.

So these different chemicals are acting in different ways.

As I say, I don't want you to write down

all these things that just there's a way for you

to understand how different drugs have different effects on the

whole process of neurotransmission.

And I thought that might be a little bit vague

and complicated.

You get worse.

Unfortunately, neuro modulator, as anyone heard this term before.

Maybe I shouldn't say, You know, it's important.

And your modulator is a is a messenger release when

you're on, that often affects groups of neurones.

So unlike a classic neurotransmitter, these substances.

Have effects often on a large.

Number of.

Neurones.

They often have slow affects.

They seem to modulate the activity of neurones.

Without really providing this fine grained information of the New

York Times.

Confusingly, unfortunately, some.

Neuro modulators also act as neurotransmitters.

So you're going to have to.

Deal with that in your head as you go through.

This course.

One way to think of.

One way I like to think of neuro modulator is

that basically, has anyone ever done sound mixing frequency with

anyone.

Even on your.

Computer, to do the.

Ones.

Who have.

But mixing gets to got like.

Three channels of dials that can push up and down.

Right?

Like in Mozart sneakers.

So you've got like 32 channels or something like that,

65 to 60.

You can change the game, the loudness of each of

those channels.

We're not changing.

The content of the music that's being played that's taking

place.

So you can modulate.

What the sound sounds like without actually driving the content.

I think of newer models, that kind of thing.

Yeah.

Amplifying and.

Amplifying some sounds with some neural.

Activity.

We're not actually changing.

The structure of that directivity.

So think of these new.

Modulators as.

Like a big mixing desk for the brain.

And clearly, you know, if you do.

Something like shutdown.

31 out of 32 channels, I mean.

Leaving one.

Active, you're going to really.

Have a major spectrum and also have very subtle effects.

You can tweak attention.

You can help with learning just by changing the game

on some of these things.

I was going to go through the slight backseat.

I might leave.

But the only thing I wanted to point out from

the slide is that your modulators can increase the activity

of slowing and decrease the.

Activity of sinuses.

But I think I'll.

Leave this one for the moment.

If we want to, we can discuss it afterwards.

I will spend most of this lecture.

In talking about.

Specific.

Neurotransmitter systems.

I've told.

You already that glutamate.

And GABA are the two.

Major.

Neurotransmitters in the brain.

We're going to ignore them for the rest of this

lecture.

Because these other.

Systems are thought to have particular key role in cognition.

And I sometimes wonder why it.

Is that these transmitters are given such ubiquitous.

Such importance in neuroscience.

When actually the.

Bulk of work in the brain is done by glutamate

and these things are we will execute.

I think it's because it's so ubiquitous.

Kaplan glutamate that they don't have specific effects that are

being pointed really to.

If you have something that has a system wide effect

like glutamate.

Fiddling with the effects.

Of those particular neurotransmitters isn't.

Going to have a huge specific sort of very specific

effect on cognition.

To have a specific effect on cognition.

You need the substance to be expressed by a limited.

Number of neurones with a particular set of connections.

And that's the case for the following.

Systems that we're going to go through some detail.

So I'm going to go through all.

Four of these.

Don't try to copy this down.

We're going to be bigger in slightly next lines.

All four of these systems are going to be described

within the context of the road brain for the simpler.

And that's why we have lost the knowledge.

Each of these schematics here shows a slice as if

down the centre of the brain like this way.

And what this shows you is kind of like the

overall structure of the rat brain.

In each case, at the back of the brain is

the cerebellum.

If you ever see the cerebellum slide, you go back

to the brain at the front of the brain in

the rat.

Anyway, So effectively the top of the brain is up

here, sometimes called the dorsal surface, dorsal fins.

And the bottom.

Here, ventral surface.

It's important that this is given to you here, by

the way.

Back towards the spinal cord or whatever.

The opposite of courteney's.

Ventral and.

Dorsal.

So back to the brain front of the brain of

the brain.

Part of the brain.

Each of these little purple things I'm going to show

you in each of these.

Slides.

Is the location of the.

Sort of the cell bodies of the neurones we're going

to be talking about.

There's not just one you on there in these cases.

Eyes, but this is the.

Location.

Of those bodies.

These are the black lines.

Indicates in a very schematic way.

The projections of the.

Axons, the bodies from that area for the rest of

the time.

So let's have a look at the first one.

The first system that we concentrate on is noradrenaline or

the north entrance system.

And if you're reading American textbooks.

It's the north atmosphere, not norepinephrine, something like that.

So noradrenaline is the same thing as norepinephrine.

So this is a very special system.

All the cell.

Bodies for the neurones that.

Produce this neurotransmitter are found in a little area called

the locus, really found their brain junctions with migraine in

the brainstem.

In Iraq, there are about 300.

Nerve cells in that.

So what is in that region?

Sorry, 3000 in that region.

In a human, there are about.

10,000.

If you compare that, for example, in the human 86

billion.

Neurones in the brain.

This is only 10,000.

A drop in the ocean.

If you had an impact, a stroke in your cortex

and lost only 10,000.

However, if you lost.

These neurones, you would notice.

And the reason for that is that these neurones project

almost everywhere in the brain.

They send.

Axons to almost every pore in the brain.

And therefore they release.

The neurotransmitter noradrenaline to almost every location in the brain.

The excellence of these individual neurones are very large.

They cover many millions of cells.

Over several decades.

We now understand that they have multiple roles, but they

can be kind of class in the following term.

That is the idea that they promote.

Vigilance for arousal.

So, for example.

If you say I also want to know, by the

way, that noradrenaline is the major.

Neurotransmitter of the sympathetic nervous system, which is why it's

involved in blood pressure and stuff like that.

And you should also know distances involved in sexual behaviour

and appetite, as you see in later lectures, as well

as decisions which were.

Also seem like lectures.

And one of the more interesting things that features of.

The small group of neurones in this little area of

the brain.

Is its activity.

It seems like.

We can attract this.

Activity with.

These little set of neurones by measuring your pupil diameter.

Not directly.

It's not that.

These.

Neurones directly protect the people, but their effects on the

brain surface and.

Manifest.

In the signs of the people.

So, for example, in this work.

From Darius Jones and his colleagues in Monkey, what's shown

here is the average number of action potentials produced by

a new.

White animal reporting from the three of us.

That's in the bottom curve.

And on the top.

Is the.

Pupil diameter, with.

Dilation being.

Larger and.

District of being smaller.

This is a very long time.

This is about an hour of recording or even an

hour and.

A half of.

Recording.

You can see that over time, the number of spikes.

Produced by the cell and other cells.

Near it varies.

So sometimes it's about two, sometimes it's about one spike

perspective.

It's a factor of two.

From the variance in the activity of these.

Cells.

When you can see that the number of executions being

produced by the cells varies with the pupil diameter, such

that when you have large pupils, that's indicative of these.

Those haven't quite high rates.

And that correlation of causation and correlations is now used

quite.

Frequently to try and assess.

The state of the system in humans, because we can

measure pupil diameter fairly.

Straightforwardly with the.

Top electrode and really it's in humans.

So we can track the activities population of neurones simply

by looking at your pupil diameter.

Many things affect the people.

Don't have very controlled experiments.

Be able to.

Rule them.

Out.

But in the right conditions you can.

Try to affect.

This vigilance.

Or arousal system.

Indeed, perhaps particularly for this lecture.

You may know that you're exposed in relationship, which is

the idea that performance is based on the intermediate.

Level of arousal.

When you have low arousal, good.

We have very high.

Arousal, very distractible.

Good.

When you somewhere in between those two extremes.

That's when you perform it best.

And actually, strikingly, the activity, the neurones.

In this little area seem.

To vary in a.

Way that might be expected by some underlying this relationship.

So, for example, when you're measuring from the stimulus and

you're measuring the activity of neurones in each of these

bars, the approximate activities of.

Neurones that fires fire, the more active.

The heat and the arrow in this case is, by

the way, the onset of a particular.

Task.

You can see that when the animal is inattentive.

Or not, alert monkeys when they're doing experiments, Wolf, has

been.

Several minutes.

If not longer.

You sign and they don't really want to participate in

this experiment and just kind of go to sleep.

Or when they go to sleep, they become inattentive.

And you can see the activity in the local cities

is reduced in these conditions, whereas when the animal is

highly distractible.

Seems to be wanting to do the task wasn't able

to accomplish it might be to terminate the trial too

early, etc..

You can see also that the activity.

In local surrealists has increased during these conditions in a

chronic way.

And then some.

Nice intermediate position.

The arm was engaged, is actually able to do the

task is performing well.

In this case you have low activity in the really

in general, the little little epochs of high activity seemingly

signalling the.

Fact that the animal is actually attending to particular aspects

of the path has been undertaken.

So these neurones really seem to track quite well the

vigilance that an animal is producing, be a.

Task, engage aspects of.

Their activities.

Behaviour.

Get to the point where it's over the cuts, defence

cuts.

Why do you think they should be much more distinct.

Kind of reforms?

Is that what you mean?

And why Is it because you have a record that

you have to use against other?

What do.

You mean?

Why, for example, is this black over here and this

black is here?

Is that is this what you mean by overlap?

Sorry, I'm not quite sure what you mean.

By the overlap.

In on the x axis.

The thing that.

Is pointing that out, I didn't actually describe what this

chart which is.

Important.

These are what we would call histograms.

Or.

Event time.

Histograms of periosteum stimulus time variances.

If you will see this word eighth grade line.

Who go through more in a couple of weeks time.

Each little box.

Now indicates the average.

Number of spikes produced by neurone or the total number

of spikes because you find you're in a particular time

period.

In this case, what was showing before is on that

axis of these black things.

It's time.

But the access component here is just some schematic idea

of what activity is.

So there are actually very different axes and they're not

meant to be taken seriously as a kind of relative

to each other.

So each of the stages.

Is the same time scale.

And they have.

No relationship to the other actually on the ground.

I think.

We.

Will go through stages ad.

Nauseum in about two.

Weeks because the next system is the cholinergic.

System and the set of colony.

Is the major.

Neurotransmitter of the parasympathetic nervous system, which also neurotransmitters.

The neuromuscular junction.

And it's also produced in several places in the central

brain in particular.

But until now that no one knows how to say

that.

But also here, the medial septum in the coordinate nucleus

and importantly, the nucleus.

Now, these different groups of neurones, which have different projections

to the rest of the brain, also seem to have

different.

Functions in combination.

So example.

Those cholinergic neurones that are down, in.

Fact.

They seem to connect to separate.

Seem to have an influence.

The influences animals waking.

Up from sleep and going back to sleep and other

forms of arousal.

By contrast, the neurones that are in the medial.

Septum known to be very.

Important prospects for navigation.

And a large prediction of a campus influence activity.

The present projection primarily and in those in numerous besides

seem to project to the cerebral cortex.

You can therefore influence learning intention.

The cerebral cortex is a strong hypothesis that calling is

one of the major neurotransmitters of helping us tend to

different parts of our brain and therefore the outside world.

The next one is serotonin, which many of you were

familiar with, at least in name.

And this neurochemical is produced by neurones whose bodies.

Line these beautiful little nuclei in the brainstem called the

regulating events.

And there's three or four that actually separate the 3.3

of them at least, which produce the substance serotonin.

And again, these axons, these neurones project in many different.

Parts of the brain.

I'll show you in a second, was stunned to.

Learn that they're not all the same description.

But for a long time it's been assumed that they

were doing pretty well.

The same.

Function.

What that function is, is not really.

There is some models out there, but I don't think

anyone would agree on them yet.

I would note that LSD is an agonist of serotonin

receptors.

And if those of you who.

Are interested in.

The idea of using.

Small amounts of energy in therapy, for example, might be

important to.

Know that at UCL.

As well as Imperial, there are ongoing programs looking at

the use of small.

Amounts of those to help people.

Overcome depression of the major illnesses.

MDMA is also very active in the serotonin system, has

an effect on sinuses by multiple mechanisms.

It was originally used as an appetite inhibitor.

But it also targets the hypothalamus.

And is a tool in marriage therapy.

As you well know.

I suspect selective serotonin.

Reuptake inhibitors.

Or SSRI, is a.

Major.

And potent human.

So as we've discussed before, we now should not have

to decide for that selective serotonin reuptake inhibitor, selective serotonin.

System, serotonin, that's neurotransmitter.

It changes the way that neurotransmitters in.

Particular.

Inhibit so that you're going to therefore increase the level

of suppression in the sense that it's believed in.

So SSRI is basically work to increase the amount of

serotonin in some finances.

Which synopses are.

Important.

For the antidepressant effect?

It's not known.

If there.

Is a substantial debate about how and why these substances

are having their effect in those people who are receptive

to it as an antidepressant.

There's an interesting study which is going to suggest that

serotonin may have very.

Similar cognitive effects across multiple species.

This is a.

Lovely study in octopus.

I like it because it's very clear.

You'll see here there's an octopus, a lovely pitcher in

a tank, and there's two doors, the hand octopus hands

from his central tank, one to an inanimate object, the

other one to him, playmate.

So the question is, does the.

Octopus choose to spend more time with an object or

playmate?

And then does that change when you add in the

eye to the tank and you can almost almost the

focus on this one here we see that the social

activity of the.

Octopus.

Goes up substantially after introducing MDMA to the tank.

All the other relationships seem to be non-significant.

So, for example, it does seem to spend a little

less time with the object.

It doesn't seem to spend any more time in the

centre.

It does seem to spend.

More time that might.

Be increasing.

The social.

Activity of these.

Octopuses in a similar kind of way to how it

does in humans.

Yes.

Oh, sorry.

It's very hard to say what you should just say.

Just say something if I got.

Into the.

Spotlight.

Yeah.

Well, so good to have this episode of Facebook or

something like that.

Yes, actually, if you just come.

Back to it in the next slide.

I think that a lot.

Of that uncertainty around the.

Specificity of these drugs.

So why does it seem to have precisely the same

kind of effect, have different kinds of things?

Apart from the fact that the different individuals are very

different.

Anyway, getting set aside for a moment, I think a

lot.

Of that comes down to the fact that these systems.

Are much less homogenous than we thought they were.

Very kind of of that.

You know, we used to think these were all basically

the same thing, but now it's very clear or becoming

very clear.

They do quite different things.

So, for.

Example, this study from a couple of years ago shows

that some of those neurones project the frontal cortex and

others projects the amygdala.

Now, those of you who don't.

Know about the amygdala will find out ad nauseam again

this course.

Later that there is very important fear generating behaviours.

Frontal cortex, on.

The other hand, reporting in.

Hallucinations and executive.

Control.

And three different groups of neurones and it.

Is in at least in rodents.

Seem to project to these two.

Different regions because I think a lot of the reason

that these substances can have to protect is because there'll

be different sensitivities.

And maybe.

Of those climaxes of circuits that are involved in particular

substances.

So depending on which.

Form the kind of tapping into more about, you have

a different kind of stuff.

But it.

Could well be I can't.

Remember, I come in with this study whether they explore

the difference, sometimes.

I think they did those of you.

Know this, but they called 5ht receptors and there's multiple

subclasses.

Not common there, but it's highly likely that it's different

expression patterns.

But it's a good question.

Yes, but it's just stories here that certain lunatics of

projects to the frontal cortex is activated by rewarding exhibited

by punishment, whereas that which is projects, the amygdala is

activated by space.

Just to point out really something to think about too

much, but just to point out that what we thought

of as kind of model systems are now being pulled

apart and.

Described as pretty separate systems.

Or maybe the same neurotransmitters.

So I want to spend the last 5 minutes just

talking about don't mean because that's how we started off

trying.

To understand why cocaine has its.

Specific effect and dopamine has two major sources, one in

the substantia nigra and one in the mental area.

Sitting.

These two areas sit next to each other just here

in the midbrain.

Now, substantia nigra has a large projection to the.

Pelvis and striatum.

It's very important to work on control.

For that reason.

Degeneration to the substantia nigra.

Neurones is.

The basis of.

Parkinson's and Parkinson's.

If you.

Haven't come across.

It is a debilitating disease whose early stages.

Are indicated by substantial tremors and tremors.

Basically.

The absence of control of your muscle.

Movements.

This happens because of the type of nurturing signal that

normally comes to suggest migrants, not in the present.

I want to show you one video.

It's going to be video, but uses deep brain stimulation,

which is the idea that we can put an electrode

into the brain to.

Simulate.

The now absent.

Signals to try and recover those neurones and signals.

And it's an amazing video.

Here it is placed in the brain and then comes

level with the top of the nose and the ear.

And it is connected to a battery in my chest

and in my head, the skin of my chest here.

And this is controlled.

I can control the amount of the voltage coming in.

I can control the length of time that the pulses

and I can identify the number of times per second

as it goes in my chair myself now.

So I'm not having to issue.

Personal hygiene.

It took my concentration.

It's up to.

90% of my term.

I'm trying to control it.

I'm thinking about Parkinson's all the time.

I'm not terribly I'm not concentrating on my conversation with

him at all.

Okay.

It's seen as quite.

I've seen that many times.

I support it deeply affecting.

So what's happening there.

Is that the deep brain stimulation implant is effectively replicating

what the.

Nerves would.

Normally be.

Providing.

And that controls the.

Tremor or helps some control the tremor.

I've got a slide in there about deep brain stimulation.

We want to think we go through this again next

lecture.

The other major system that users don't meet is the.

So-called reward system that stems from the vengeful, sentimental area.

Of several places.

But the main circuit that's been studied is that from

the bedroom has been married to the.

Nucleus accumbens.

And thought that this circuit is one of the ones

primarily responsible for experience.

Of reward.

And potentially pleasure.

So why do we continue to do something?

Well, why do we do something again, just because we've

got something.

Positive out of this time?

It was a rewarding experience.

The teaching.

Signal that would tell us how we would.

Like to repeat that.

Behaviour.

That's the reward.

Signal.

It turns out that these neurones in the middle area,

the projects, the nucleus accumbens, so every indication of being

part of a circuit that helps us learn from positive,

rewarding events.

So if I've told you that cocaine changes behaviour because

it blocks the uptake of neurotransmitter opening, and that has

a specific effect potentially because.

It's a very specific.

Circle in the brain that.

This expresses this certain perception.

I haven't yet told you what.

Cocaine does it blocks the uptake of don't mean in

back into the presynaptic areas from the sign ups that

re uptake that transporter that normally active.

During out of the sign.

Out into the presynaptic space is blocked by cocaine cocaine.

Increasing the level certainly in the sign ups.

And in particular.

We think the finance.

Between the beta and the nucleus.

Accumbens.

And that.

By having an action on that side, it.

Increases the reward or pleasure.

Signals.

In the brain.

That's the reason.

That cocaine.

Could have an impact.

On.

Parkinson's disease.

I'm pretty sure I may be wrong is that the

two receptors, the.

Receptors slightly different.

I'd have to look.

I don't know the answer to that.

Again, a bit like the serotonin question.

I think the.

Question is whether or not.

There's different circuit sets of different receptors and different chemicals.

Being both the trigger for.

This is the topic from the video, the nucleus accumbens.

I put it here to indicate that actually many of

the substances.

That we think are psychoactive drugs, opioids.

Caffeine, nicotine, cocaine seem to have an action on this.

So this could be a common sentence for the mode

of action for a lot of these addictive substances.

They activate or activate.

Circuit that normally leads to the sensation of.

Reward, sensation of pleasure.

And that's one of the reasons they're likely to be

addictive.

It's not the only reason.

Clearly, one of the reasons they're likely to be so

hope.

Of being able to break down that sentence and that

you've understood a little bit more about why some drugs

work.

That includes a kind of like foundational series of lectures.

I suppose next week we'll be talking a little bit

about research methods that we can use to study brain

activity.

And then we'll be looking at this brain.

So thank you and have a good day.

All right, let's just keep talking.

Six months after the holidays.

Yeah, that's good.

But I don't think we know enough about the differences

between different organisms in the same place that.

We don't know the.

Answer to that.

Question.

Because that would be my question.

Which is really some people don't think it's a good

question.

I have no contact with someone else.

That's why it seems like complexity.

What what kind of thing?

Yeah, exactly.

So why.

I'm.

Calling.

Because.

It's.

Not can.

Look.

At.

Requirements.

That makes sense.

How do you go about doing stuff like this?

Because I mean.

Otherwise, except.

As required by applicable because we want to participate.

The central focus on the subject in the weeks before

Google, which might be possible this.

Week, is something.

That we support.

But I think it's difficult for people to try to

keep up to date with all the of.

Okay.