1 00:00:15,186 --> 00:00:20,751 My beloved grandmother passed away earlier this year on February 28th 2 00:00:20,751 --> 00:00:25,704 after suffering for a very long time from a stroke. 3 00:00:25,704 --> 00:00:28,139 One day, she collapsed. 4 00:00:28,139 --> 00:00:30,837 A few days later she woke up in the hospital 5 00:00:30,869 --> 00:00:35,818 to find herself completely paralyzed on the right side of her body. 6 00:00:35,838 --> 00:00:39,682 It was just a small little vessel that burst inside her head, 7 00:00:39,697 --> 00:00:43,060 but it had a life-altering implication for her 8 00:00:43,089 --> 00:00:48,445 where now she could no longer move her own body. 9 00:00:48,493 --> 00:00:53,406 For the next three-and-a-half years she was hospitalized, 10 00:00:53,406 --> 00:00:56,798 and went through extensive rehabilitation therapy, 11 00:00:56,798 --> 00:01:00,090 at the end of which she could barely walk 12 00:01:00,090 --> 00:01:04,558 on her own with an extensive help of a walker. 13 00:01:04,592 --> 00:01:10,349 Then, she returned home and stayed bed-bound for another eight years 14 00:01:10,388 --> 00:01:12,949 before she passed away this year. 15 00:01:13,618 --> 00:01:19,582 Watching her suffer through this very painful and devastating disease, 16 00:01:19,582 --> 00:01:23,943 the most difficult thing, the most painful thing for me, 17 00:01:23,943 --> 00:01:29,182 was the fact that there was nothing that any of us could do 18 00:01:29,182 --> 00:01:32,039 to give her back what she had lost 19 00:01:32,039 --> 00:01:36,607 when the small blood vessel burst in her head 20 00:01:36,624 --> 00:01:41,671 so that she can have control over her own body again. 21 00:01:41,930 --> 00:01:47,111 When we have a device broken, like a computer or a cellphone, 22 00:01:47,111 --> 00:01:48,723 what do we do? 23 00:01:48,723 --> 00:01:52,372 Do we just put it on a place, comfortable somewhere, 24 00:01:52,372 --> 00:01:58,278 and just press the button repeatedly until maybe it starts working again? 25 00:01:59,178 --> 00:02:01,230 Well, yes, I sometimes do that. 26 00:02:01,230 --> 00:02:06,603 But if we really want it fixed, that's not what we should do. 27 00:02:06,653 --> 00:02:11,662 When we have a device broken, what we do is we directly go in. 28 00:02:11,669 --> 00:02:14,897 If there is a broken software, we reprogram it. 29 00:02:14,928 --> 00:02:18,108 If there is a broken wire, we rewire it. 30 00:02:18,123 --> 00:02:23,217 If there is a worn out or broken part, we replace it. 31 00:02:23,222 --> 00:02:29,513 The question is: Can we do something like this for our own brains? 32 00:02:31,615 --> 00:02:35,361 There are many different forms of brain diseases. 33 00:02:35,368 --> 00:02:38,044 Some of which includes the following. 34 00:02:38,078 --> 00:02:43,880 It includes stroke, where your blood vessel bursts and damages your brain. 35 00:02:43,929 --> 00:02:47,103 There's also a disease called epilepsy, 36 00:02:47,122 --> 00:02:49,649 where you suddenly have uncontrollable activity 37 00:02:49,669 --> 00:02:52,975 that happens inside your brain without any warning, 38 00:02:53,007 --> 00:02:55,996 where you are no longer able to control yourself. 39 00:02:56,018 --> 00:02:59,149 And this seems like a very foreign concept to most of us, 40 00:02:59,295 --> 00:03:01,837 but this is something that can happen to any of you 41 00:03:01,868 --> 00:03:05,886 by simply hitting your head in the wrong place at the wrong time. 42 00:03:06,418 --> 00:03:09,557 Another important brain disease, psychiatric disease, 43 00:03:09,566 --> 00:03:14,735 includes depression, where you feel hopelessness and sadness. 44 00:03:14,946 --> 00:03:17,483 There is also a form called autism, 45 00:03:17,494 --> 00:03:22,795 where children find it difficult to relate to other people. 46 00:03:22,809 --> 00:03:26,449 And there's also a category of neurodegenerative diseases, 47 00:03:26,466 --> 00:03:30,198 which includes Parkinson's and Alzheimer's disease, 48 00:03:30,207 --> 00:03:32,625 where in the Parkinson's disease case 49 00:03:32,648 --> 00:03:37,078 you start to tremor and you can no longer control your body movements, 50 00:03:37,093 --> 00:03:39,332 and in the case of Alzheimer's disease, 51 00:03:39,332 --> 00:03:45,221 you have memory loss, where ultimately you forget even who you are. 52 00:03:46,931 --> 00:03:50,916 While there are these many forms of neurological diseases, 53 00:03:50,916 --> 00:03:53,807 there is one thing that is common to all of these. 54 00:03:53,807 --> 00:03:58,165 Despite the increasing prevalence and cost, 55 00:03:58,165 --> 00:04:03,987 there is one common thing which is that there is absolutely no cure. 56 00:04:03,987 --> 00:04:06,859 You see all of these numbers on the screen? 57 00:04:06,859 --> 00:04:09,390 These are very, very large numbers. 58 00:04:09,431 --> 00:04:12,235 For example, in the Alzheimer's disease case, 59 00:04:12,270 --> 00:04:18,725 we are expected to spend about 1.1 trillion dollars by 2050 60 00:04:18,738 --> 00:04:20,512 on treating Alzheimer's disease 61 00:04:20,531 --> 00:04:23,479 if we go at the current rate where we can't cure anything 62 00:04:23,502 --> 00:04:25,617 and we just keep providing support. 63 00:04:25,660 --> 00:04:30,205 This is over 6% of the US GDP. 64 00:04:30,222 --> 00:04:32,839 This is not a sustainable number. 65 00:04:32,857 --> 00:04:36,878 In addition to the fact that we have the need to treat our loved ones, 66 00:04:36,897 --> 00:04:40,149 we also need to have a solution for this 67 00:04:40,160 --> 00:04:46,796 in order to not get completely bankrupt by our need to treat our patients. 68 00:04:46,824 --> 00:04:53,665 So the question is: Why do we not know how to treat any of these diseases? 69 00:04:53,715 --> 00:04:59,012 The answer to that boils down to this one question: 70 00:04:59,012 --> 00:05:01,381 How does the brain work? 71 00:05:01,381 --> 00:05:04,402 Does anybody have an answer to that? 72 00:05:04,402 --> 00:05:07,565 Unfortunately, none of us do. 73 00:05:07,565 --> 00:05:11,735 And so because we do not know how the brain works, 74 00:05:11,749 --> 00:05:16,936 the task of trying to fix it becomes impossible. 75 00:05:16,964 --> 00:05:19,575 Well, it's too early to give up. 76 00:05:19,585 --> 00:05:23,917 Let's think about what we know and what we can do 77 00:05:23,932 --> 00:05:27,111 to perhaps fix this situation. 78 00:05:28,032 --> 00:05:31,085 First thing that we know about the brain 79 00:05:31,085 --> 00:05:35,643 is the fact that it consists of this unit called the neurons. 80 00:05:35,658 --> 00:05:38,257 This is a very special kind of cell. 81 00:05:38,273 --> 00:05:44,740 It has inputs that come in with a signal through what's called the dendrites. 82 00:05:44,772 --> 00:05:47,915 And these inputs are processed inside the cell, 83 00:05:47,930 --> 00:05:52,712 where it produces an output, an electrical signal in a digital form, 84 00:05:52,728 --> 00:05:55,668 what's called an action potential, 85 00:05:55,682 --> 00:06:01,627 that is sent throughout the axon to send this message to the next neuron. 86 00:06:01,627 --> 00:06:04,860 It's a little device that does this simple processing. 87 00:06:04,860 --> 00:06:10,757 And many of these neurons are put together in our brain 88 00:06:10,779 --> 00:06:13,395 forming a brain circuit. 89 00:06:13,973 --> 00:06:18,046 And this brain circuit does dynamic electrical signaling 90 00:06:18,055 --> 00:06:23,500 to control all of the things that we do, all of our behaviors. 91 00:06:23,660 --> 00:06:26,876 So, then the task is pretty simple now. 92 00:06:26,916 --> 00:06:29,493 What we need to do is to understand 93 00:06:29,508 --> 00:06:34,553 how exactly these neuronal circuits work to elicit our behaviors 94 00:06:34,579 --> 00:06:38,240 and perhaps fix it when it goes wrong. 95 00:06:39,395 --> 00:06:42,428 As easy as that sounds, it's actually quite complicated. 96 00:06:42,443 --> 00:06:46,833 There is a very good reason why we do not have a solution to this. 97 00:06:47,032 --> 00:06:50,435 Let's look at some of these reasons. 98 00:06:50,435 --> 00:06:53,489 Some of these reasons are quite obvious. 99 00:06:53,489 --> 00:06:58,456 One is the fact that our brain is surrounded by a skull. 100 00:06:58,456 --> 00:07:00,892 This is there to protect our brain. 101 00:07:00,892 --> 00:07:05,379 But for those of us who are trying to figure out what's going on inside, 102 00:07:05,379 --> 00:07:07,566 it makes it extremely difficult. 103 00:07:07,570 --> 00:07:12,496 All of our fancy microscopic imaging tools cannot be really used to look inside 104 00:07:12,511 --> 00:07:15,139 because of the fact that it's surrounded by the skull. 105 00:07:15,139 --> 00:07:19,755 Once you go inside the skull you have an even greater problem, 106 00:07:19,755 --> 00:07:22,797 which is that it has extreme complexity. 107 00:07:23,747 --> 00:07:29,763 The number of neurons inside your brain are about a hundred billion. 108 00:07:29,763 --> 00:07:32,828 To give you an idea of what a hundred billion means, 109 00:07:32,828 --> 00:07:35,479 you can think of the world's population. 110 00:07:35,479 --> 00:07:41,074 A hundred billion is an order of magnitude larger than the whole world's population. 111 00:07:41,074 --> 00:07:45,727 We talk about big data, network of all of these different people, 112 00:07:45,727 --> 00:07:51,249 but in fact we have something that's much more complex sitting inside our skull. 113 00:07:51,659 --> 00:07:55,438 On top of that, I told you about a neuron, 114 00:07:55,438 --> 00:07:58,227 but there are also many different kinds of neurons. 115 00:07:58,227 --> 00:08:00,706 They're not all the same. They do different things. 116 00:08:00,706 --> 00:08:03,182 And they are densely intermingled inside your brain, 117 00:08:03,182 --> 00:08:04,447 where you can't really say 118 00:08:04,456 --> 00:08:06,736 this part of your brain has this type of neuron, 119 00:08:06,742 --> 00:08:10,570 and the other part has another kind of neuron. 120 00:08:11,531 --> 00:08:13,928 To make matters worse on top of that, 121 00:08:13,928 --> 00:08:16,027 every one of your neurons, 122 00:08:16,027 --> 00:08:19,483 they don't just talk to neighbors surrounding them, 123 00:08:19,483 --> 00:08:23,759 they have connections going all the way to different sides of the brain, 124 00:08:23,766 --> 00:08:26,365 making very large-scale connections, 125 00:08:26,373 --> 00:08:29,859 which means that if you just go in and look at one part of your brain, 126 00:08:29,926 --> 00:08:34,392 there is no way to understand what this neuron is doing. 127 00:08:34,607 --> 00:08:36,542 And so all of this combined, 128 00:08:36,542 --> 00:08:41,870 it makes the task of understanding how the brain works extremely difficult. 129 00:08:43,080 --> 00:08:46,016 However, given this situation, 130 00:08:46,028 --> 00:08:49,572 we need to start thinking about how we might fix this situation 131 00:08:49,578 --> 00:08:51,578 of understanding this brain. 132 00:08:52,235 --> 00:08:55,298 If you want to understand a complex system, 133 00:08:55,348 --> 00:08:57,909 there are many different approaches. 134 00:08:57,938 --> 00:09:00,411 But let's think of two different ones. 135 00:09:00,411 --> 00:09:04,836 Let's say I gave you a new device that was given to you on your hand. 136 00:09:04,836 --> 00:09:06,903 Let's say this is a cell phone. 137 00:09:06,903 --> 00:09:10,102 One way you can try to figure out what this device is, 138 00:09:10,121 --> 00:09:13,871 is to sit there and passively observe what happens. 139 00:09:13,885 --> 00:09:16,626 Depending on whose cell phone I gave you, 140 00:09:16,626 --> 00:09:19,261 you might sit there for hours and nothing happens, 141 00:09:19,261 --> 00:09:21,862 and conclude that it's actually a clock. 142 00:09:22,188 --> 00:09:25,943 A much better way to try and understand 143 00:09:25,943 --> 00:09:29,093 and get meaningful information out of a system 144 00:09:29,120 --> 00:09:32,555 is to try and play with them. 145 00:09:32,587 --> 00:09:36,349 Press the button, give it input, and see what happens. 146 00:09:36,349 --> 00:09:39,196 Even if this is a cell phone that never receives any calls, 147 00:09:39,196 --> 00:09:41,306 if you press a button and see what happens, 148 00:09:41,306 --> 00:09:44,268 you will know that it makes calls and that it is a cell phone. 149 00:09:44,286 --> 00:09:46,766 So to do something like that for the brain, 150 00:09:46,780 --> 00:09:48,544 what we need to be able to do, 151 00:09:48,556 --> 00:09:53,228 is to provide test inputs to specific parts of the brain circuit 152 00:09:53,256 --> 00:09:58,475 and measure its dynamic activity across this whole intact system. 153 00:09:58,566 --> 00:10:02,175 So, to do this task, what do we need? 154 00:10:02,192 --> 00:10:04,023 We need two components. 155 00:10:04,034 --> 00:10:10,109 One is to be able to stimulate every circuit elements with high specificity. 156 00:10:10,109 --> 00:10:15,076 I just told you earlier that the circuit consists of many different types of cells, 157 00:10:15,076 --> 00:10:17,642 and that they communicate with electrical signal. 158 00:10:17,642 --> 00:10:19,660 If you put an electrode 159 00:10:19,660 --> 00:10:23,148 - that's one strategy that you can use to perturb the system - 160 00:10:23,148 --> 00:10:26,180 and put an input into this brain. 161 00:10:26,180 --> 00:10:28,717 But because there are many different cell types, 162 00:10:28,717 --> 00:10:32,233 it is very difficult to decipher what that means. 163 00:10:32,233 --> 00:10:34,863 For example, if you are trying to figure out 164 00:10:34,863 --> 00:10:37,495 the volume up and down button on your cell phone, 165 00:10:37,495 --> 00:10:42,588 if you press both buttons at the same time, what would you see? 166 00:10:42,604 --> 00:10:44,536 It might not do anything. 167 00:10:44,539 --> 00:10:46,302 It might go up, it might go down. 168 00:10:46,317 --> 00:10:49,416 You'll be very confused as to what this button does. 169 00:10:49,416 --> 00:10:53,015 What you need to be able to do is to press these buttons separately 170 00:10:53,015 --> 00:10:55,374 and see that one button increases volume, 171 00:10:55,374 --> 00:10:57,247 the other one decreases the volume, 172 00:10:57,247 --> 00:11:00,072 which gives you a clear idea of what that does. 173 00:11:00,072 --> 00:11:03,200 And so to have something similar for the brain, 174 00:11:03,200 --> 00:11:09,321 there is a novel technology that allows us to do that called optogenetics. 175 00:11:09,321 --> 00:11:14,840 What this does is genetically engineer the cells inside the brain 176 00:11:14,840 --> 00:11:19,996 so that only a specific cell type, only the volume up button, 177 00:11:19,996 --> 00:11:23,046 responds to light upon stimulation. 178 00:11:23,054 --> 00:11:25,093 That way, now we have a tool 179 00:11:25,107 --> 00:11:27,816 to specifically press a button in our brain 180 00:11:27,845 --> 00:11:30,795 so that we might understand what it does. 181 00:11:31,693 --> 00:11:34,961 To give you an example of what this means, 182 00:11:34,994 --> 00:11:36,707 we'll look at an experiment 183 00:11:36,712 --> 00:11:40,611 where we stimulate two different types of neurons 184 00:11:40,626 --> 00:11:44,749 that are placed in the same location within the brain. 185 00:11:44,761 --> 00:11:47,148 These are called medium spiny neurons. 186 00:11:47,148 --> 00:11:50,876 One is a D1 receptor type, the other is a D2 receptor type, 187 00:11:50,876 --> 00:11:53,909 but these two neurons are placed in the same location, 188 00:11:53,909 --> 00:12:00,960 and have very important implications for things like Parkinson's disease. 189 00:12:00,960 --> 00:12:05,220 And what this does is, upon stimulation, 190 00:12:05,235 --> 00:12:08,752 even though these are neurons in the same location, 191 00:12:08,768 --> 00:12:12,389 when you stimulate one of the neurons on the left side, 192 00:12:12,428 --> 00:12:16,626 you will see that the mouse starts to rotate in the clockwise direction, 193 00:12:16,703 --> 00:12:19,200 and generally increases activity. 194 00:12:19,220 --> 00:12:20,951 And in the other case, 195 00:12:20,971 --> 00:12:24,538 you will see that the mouse starts rotating in the opposite direction, 196 00:12:24,558 --> 00:12:26,414 and it will stay generally still, 197 00:12:26,422 --> 00:12:30,769 where you might even think that the video has stalled but it actually hasn't. 198 00:12:30,769 --> 00:12:35,689 And so these are two different cell types, exactly in the same location, 199 00:12:35,689 --> 00:12:39,915 but because we have this new genetic tool, we could manipulate them separately, 200 00:12:39,915 --> 00:12:42,516 have volume up and down buttons separately 201 00:12:42,516 --> 00:12:45,952 so that we might understand what this does. 202 00:12:46,499 --> 00:12:47,847 That's great! 203 00:12:48,036 --> 00:12:49,301 We have one problem solved 204 00:12:49,318 --> 00:12:55,065 of being able to specifically manipulate important buttons of the brain. 205 00:12:55,102 --> 00:13:00,978 Next, what we need is to be able to read out what is happening inside the circuit. 206 00:13:00,978 --> 00:13:06,402 We want to press this button and see what happens in the overall system. 207 00:13:06,402 --> 00:13:11,191 To do that, we combine this optogenetics stimulation technology 208 00:13:11,191 --> 00:13:13,952 with the functional MRI methods, 209 00:13:13,952 --> 00:13:17,975 where we can now selectively control specific cell types 210 00:13:17,975 --> 00:13:21,243 with temporal precision in a live subject. 211 00:13:21,243 --> 00:13:23,636 You want to monitor this in a live brain 212 00:13:23,636 --> 00:13:27,506 - once you take out the tissue it doesn't do what it was designed to do - 213 00:13:27,527 --> 00:13:30,733 and monitor its brain wave activity responses. 214 00:13:30,742 --> 00:13:34,170 And so here is an example of an experiment 215 00:13:34,178 --> 00:13:37,760 where we can now stimulate - 216 00:13:37,783 --> 00:13:40,378 You see the blue line in the image there? 217 00:13:40,378 --> 00:13:44,534 This is where we specifically target a set of neurons 218 00:13:44,556 --> 00:13:50,274 that are called excitatory neurons of the hippocampus. 219 00:13:50,344 --> 00:13:52,422 This is a very special area of the brain 220 00:13:52,442 --> 00:13:55,188 that is implicated in Alzheimer's disease and epilepsy 221 00:13:55,199 --> 00:13:57,494 and other important neurological disease. 222 00:13:57,541 --> 00:14:01,800 And now by stimulating them specifically and monitoring what happens throughout - 223 00:14:01,800 --> 00:14:05,496 these are brain images from the front to the back of the brain, 224 00:14:05,496 --> 00:14:06,789 all the way throughout. 225 00:14:06,789 --> 00:14:10,146 And you can now see what happens in every part of the brain 226 00:14:10,146 --> 00:14:16,388 as a result of provoking this particular type of neuron. 227 00:14:16,401 --> 00:14:21,442 What this means for us is that now we have tools 228 00:14:21,457 --> 00:14:24,016 to start and investigate, see, 229 00:14:24,028 --> 00:14:28,547 have access to the data of what goes on inside the brain. 230 00:14:28,665 --> 00:14:32,874 What this means is that we now can perhaps open 231 00:14:32,882 --> 00:14:37,056 a new era of neuro- information technology. 232 00:14:37,056 --> 00:14:41,237 We no longer have to wonder about: What is it that the brain does? 233 00:14:41,237 --> 00:14:44,067 Is this a property of the brain? Is that the property? 234 00:14:44,067 --> 00:14:47,953 Instead, we can have direct access to the information there. 235 00:14:47,953 --> 00:14:50,291 Where in the case of diseases, 236 00:14:50,291 --> 00:14:55,763 we might attempt to directly restore what has gone wrong inside the brain. 237 00:14:55,763 --> 00:14:59,928 One of the most promising therapies that are being tested right now, 238 00:14:59,928 --> 00:15:03,636 and some are being used in the clinic for brain disease, 239 00:15:03,636 --> 00:15:06,383 is called neurostimulation therapy. 240 00:15:06,383 --> 00:15:09,124 Because the brain is an electrical circuit, 241 00:15:09,124 --> 00:15:15,709 by putting an electrode inside the brain and disrupting the erroneous signal, 242 00:15:15,709 --> 00:15:18,807 we attempt to get rid of the symptoms, 243 00:15:18,807 --> 00:15:21,501 such as tremoring in the Parkinson's disease, 244 00:15:21,501 --> 00:15:24,563 and restore its normal function. 245 00:15:24,563 --> 00:15:28,097 The keyword here is "disrupt." 246 00:15:28,097 --> 00:15:32,696 We call it disrupt because we really don't know what we're doing. 247 00:15:32,696 --> 00:15:34,921 It was doing something that we didn't like. 248 00:15:34,921 --> 00:15:36,780 We put it there and zapped it, 249 00:15:36,780 --> 00:15:41,832 and somehow it gave us a desirable result - sometimes. 250 00:15:41,832 --> 00:15:47,186 But now that we have access to information directly inside the brain. 251 00:15:47,186 --> 00:15:50,252 What this means is that, instead of disrupting, 252 00:15:50,264 --> 00:15:54,487 we can reprogram what our brain can do. 253 00:15:55,207 --> 00:15:56,614 On top of that, 254 00:15:56,614 --> 00:16:02,100 if the damage was more extensive, where you actually need to replace parts, 255 00:16:02,100 --> 00:16:05,141 which is what stem cell therapy promises us, 256 00:16:05,144 --> 00:16:09,228 despite the fact that we have the powerful stem cell therapy option, 257 00:16:09,228 --> 00:16:12,464 one of the reasons why we could not make progress 258 00:16:12,491 --> 00:16:15,711 in treating brain disease with the stem cell therapy 259 00:16:15,735 --> 00:16:19,004 was the fact that there was no way to know exactly 260 00:16:19,013 --> 00:16:22,148 what it does once it enters the brain. 261 00:16:22,172 --> 00:16:25,401 And by having programmable stem cells 262 00:16:25,401 --> 00:16:29,451 that we can put in and look at with access to all the information, 263 00:16:29,451 --> 00:16:35,616 we might be able to also enter an era where we can replace parts. 264 00:16:35,616 --> 00:16:37,502 And so with all of these technologies 265 00:16:37,514 --> 00:16:41,515 that allows us to get into the realm of neuro-information technology, 266 00:16:41,590 --> 00:16:43,796 we might be able to open a new era 267 00:16:43,796 --> 00:16:46,015 where we no longer need to be frustrated 268 00:16:46,037 --> 00:16:49,072 with our inability to control our own brains. 269 00:16:49,594 --> 00:16:53,656 Beyond being able to fix diseases, 270 00:16:53,656 --> 00:16:58,930 the future of being able to have access to neurological information and data 271 00:16:58,955 --> 00:17:03,538 promises much more than just treating diseases. 272 00:17:03,566 --> 00:17:07,323 This is one of my favorite scenes from the movie "Avatar" 273 00:17:07,345 --> 00:17:11,771 where you have the human brain and the avatar brain that is being synced up. 274 00:17:11,799 --> 00:17:18,422 In this particular scene, the syncing is 40.665% complete. 275 00:17:18,425 --> 00:17:23,276 This is just a fantasy, a movie, for us right now, 276 00:17:23,276 --> 00:17:27,521 but by having the ability to access your neurological information, 277 00:17:27,521 --> 00:17:32,127 the power of what we can do with that is limitless. 278 00:17:33,445 --> 00:17:37,951 It deeply saddens me to think about the fact that 279 00:17:37,974 --> 00:17:44,701 I could not help my grandmother in the time of her desperate need. 280 00:17:44,745 --> 00:17:47,681 However, it is my hope and dream 281 00:17:47,713 --> 00:17:50,018 that she will live on in our memory 282 00:17:50,049 --> 00:17:57,112 as we make bold and brave steps towards this new era of information technology. 283 00:17:58,932 --> 00:18:00,210 Thank you very much. 284 00:18:00,210 --> 00:18:02,210 (Applause)