The Future Of Exponential Technology In Healthcare

[Applause]

so

what is the most intelligent species

in the universe it turns out that it’s

not humans

it’s mice and millions of years ago

this hyper-intelligent band of

pan-dimensional beings

got so bored knowing all there was to

know about the universe

they decided to create a stupendous

supercomputer

in order to calculate the ultimate

answer

to life the universe and everything

and the computer they built was called

deep thought

that spent 6.8 million years computing

all the data in the universe to finally

find and

answer the ultimate meaning

of life the universe and everything and

what was the answer

cultured audience exactly which

is the difference between data and

wisdom but that’s

a talk for another time this of course

was a famous story by the late great

douglas adams

who happened to have given me my first

job whilst i was still training in

medical school

and douglas talked about a brilliant

thing

in his book the hitchhiker’s guide to

the galaxy he talked about

a device that would help all of us 50

years from when he wrote it

to be able to navigate our way through

life

it was about this big it had a touch

screen

it contained all the knowledge and

wisdom

in the galaxy within it and it wasn’t

written

by authorities it was written by all of

us

now who here has got a hitchhiker’s

guide to the galaxy

in their pocket i think everyone has

douglas was an incredible inspiration to

me and to also the whole world

of technology and what he was talking

about

were the exponential changes that we

were going to see

in data and computation that would help

us

unravel many things also in my

profession of medicine

for instance we went from the launch of

the world wide web

to decoding the human genome in just

eight years

when previously for the for a hundred we

had gotten almost nowhere with data

exponential advances but where is this

going to take us

with respect to medicine well

this a hundred years ago was a state of

the art

in bombay you could go to the pharmacy

and you could get

squibs malaria malaria medication

and you had doctors like william

k kellogg’s the guy who invented

cornflakes his brother

harvey was going around doing all sorts

of stuff that would be struck off

doing today but that was the state of

the art

fast forward a hundred years to today

and quite remarkable things have

happened

just in the last few years professor

anthony’s from oxford using

computer vision to look at old ct scans

to finally see why it is that so many

people

especially in india die of heart disease

even though they haven’t got any plaque

in their arteries

completely invisible to the naked eye

until very recently so

with all these exponentials where will

we be in a hundred years time from now

well to answer that question i’m gonna

go back in time

to even before hippocrates to my

favorite point in history i hope you all

know what that is

let’s see

[Music]

who’s this a very cultured audience yes

darth vader represents to me the future

of modern medical technology

and here’s why

he had 100 burns

[Music]

multi-organ failure

[Music]

no arms and no legs

some psychological issues

[Music]

some minor problems and of course

[Music]

not formally diagnosed but you get the

drift and yet

with biotechnology machine learning and

a bunch of sensors

darth vader was not only able to live

life to the full but also to rule the

galaxy

i’m sure you’ll agree with me that he is

an example of modern medical technology

but it wasn’t him that uh inspired me it

was his line manager

emperor palpatine played of course by

the great

ian mcdermott the shakespearean actor

who unfortunately in 2008

suffered fortunately a not fatal heart

attack on stage during the press opening

of a play

his managers called us up and said look

you put all these kinds of senses on

formula one drivers and athletes can’t

you tell us when our actors are going to

have a problem and we said yes but it

would cost about ten thousand dollars an

hour and there’d be wires everywhere and

batteries

so well probably not but it got us

thinking

just as an aside a personal thing here

this is the most important message

anyone has ever sent me

from the emperor himself wishing me

happy new year

and hoping my jedi instincts are still

intact this is when i officially became

the imperial physician but i don’t work

on the death star

i actually work at my medical institute

in london with 50 other people

and we work with elite athletes and

people doing extreme extreme things

including celebrities running 43

marathons in 50 days or

others who want to swim the channel and

also

rather interesting experiments like this

one where i was thrown in a cage with a

heavyweight cage fighter

in order to see whether rest ice

compression and elevation really worked

i lost

but seriously we apply what we learn not

only to

athletes but also to the very sickest

people including those with cancer

and we’re able to improve outcomes by

early detecting things going wrong but

only with a huge amount of data

much like we do in aviation

the following shows that if you plot

some of the metrics which we measure

you can actually tell when someone is

going to die

you can move the curve along by doing

good things but

it’s incredibly powerful data much like

we use an aircraft

this is the 787 that i flew over to

india on

very safely and very efficiently mined

it produced

000 gigabytes of data in its journey

that’s a hundred million pages of paper

a lot to read an award round

by 2025 we will produce

100 000 million gigabytes

a year from the aviation industry

that’s 300 000 million pages

a second that is why aviation is so safe

and so efficient but this was state of

the art when i was born

height and weight every year would you

get in an aircraft hadn’t been checked

for 50 years

because that’s how long we wait before

we start measuring ourselves

fast forward to 2014 exponential

technology applications

we’ve built a system that could take

loads of different biosensors including

this one

robbie savage and alan shearer sat on

every seat in wembley stadium

and we could tell that alan shearer was

going to win two days in advance

because of the signal this is a device

that for five days can measure ecg

respiratory rate heart rate heart rate

variability stress body posture

accelerometry ten thousand dollars an

hour

just ten years ago how much today

i’m wearing one now i could take it off

and i could throw it away

a dollar a day exponentially advancing

technologies

this is a very important point we’re

spending trillions of dollars on

healthcare

and about a third of it is completely

wasted

we have to do something about it and our

thesis is

that we can save trillions of dollars

eventually

for about a dollar a day

health systems are wasting a tremendous

amount of money

where is india though india is only

spending 1.6 percent of its gdp

so in order to prove outcomes surely we

just make the country richer and spend

more money but the answer is no

because the richer you get the sicker

you get

three times more likely to have diabetes

50 percent higher hypertension rates

eleven hundred percent greater obesity

problems the richer you get

wealth is not the answer the problem is

that we suffer

from aging we are all getting older

and to crack that part of biology as a

data and computation problem we’re

working on but we’re far away from it

and even if we crack that there’s also

health systems they’re complex too

and if we crack that then there’s

politics

i like photoshop

so maybe we should all move to

california the home of medical

technology the place where exponentials

all begin

but there are problems in america too

regulation is there to protect us but

also it stops us from moving

or perhaps we can let go of all

regulation together

and then we end up in other problems

we’re between a rock and a hard place

but i believe we can strike a balance

we shouldn’t panic because

we do have the power of exponential

technologies that are happening

even if we like it or not so please

don’t underestimate the power of

exponential technologies

please do not underestimate the power of

yourselves

and please never underestimate the power

of the dark side

before i go i want to tell you a story

about a patient of ours

and it’s an important one because all of

this about big health systems and

trillions of dollars and so forth

is irrelevant unless we can apply it to

human beings and start doing that today

this woman was a patient who in 2011

couldn’t get pregnant and so she asked

us if we knew any specialists

i said well i’m gonna pick out a piece

of technology and find some few and

within

a couple of days she had seen a

fertility specialist

who said to her well can’t see anything

wrong i’m gonna start you on fertility

treatment

but before i do i’ve just got a hunch i

don’t know why i’m going to do an mri

scan of your uterus

and she came back with the answer to us

that

she either had a normal uterus that was

a bit thicker or she had tuberculosis of

the womb

how can that be so radically different

in today’s age

couldn’t understand it the specialist

decided to do

an exploratory investigation because

this was a bit weird

and so off protocol he did the

investigation

and he gave her the answer the answer to

why she couldn’t get pregnant

the answer to why she could never get

pregnant and that’s what and that’s

because

she had cancer throughout the entirety

of her womb

an emergency operation was planned her

chances of pregnancy dashed

but just before she did she asked us to

get together some people

we got mathematicians together not

doctors to to determine whether it would

spread through one quick

emergency cycle of ivf to harvest some

eggs to put them on ice to give her a

chance

and she did and then she had an

operation

and she got back even worse news it was

ovarian cancer that had spread

to her uterus she was given a terrible

prognosis

of a year or two to live and so she

asked for our help again

and once again with exponential

technology

we gave her an answer we sequenced

quite cheaply both tissues from both her

ovary and her uterus

and we determined that it hadn’t spread

from the ovary to the uterus

she didn’t need a yet bigger operation

and nine months of chemo that probably

wouldn’t have made a difference

the gene sequence showed that she had

two

genetically diverse cancers they were

not

the same cancer she had two stage 1a

primaries and by removing them she lived

she was not cured by medicine she was

cured

by data

in late 2013 this happened

surrogate mother was kind enough to

carry her child and had become pregnant

and on may the 1st 2014

this happened she received her child

who was born from a surrogate mother

and that date is a date i remember very

well because just a few days before

i received really what was the most

important text message

of my life and that was this

everyone’s looking for you please come

home

i asked is there anything serious and

she said yes

your daughter is about to be born

this lady is not my wife not my she is

my wife

she’s not my patient she’s my wife and

sienna is our baby daughter

and the reason i wanted to share this

story with you is because

it’s incredibly important for us when we

talk about all these technologies

to not just think about big health

systems and how much money we can make

or how much money we can save

but to remember that we have to use all

of our efforts to put these things into

place today

because individual lives count on it not

only to

save costs and so forth but sometimes to

save lives by doing less

sometimes to save lives by doing

something

and sometimes even to not just save a

life

but to create new ones

[Applause]

[Music]

[掌声]

那么宇宙中最聪明的物种

是什么 事实证明它

不是人类

而是老鼠 数百万年前,

这个超智能的

泛维生物乐队

知道他们对宇宙的所有了解感到厌烦

决定制造一个惊人的

超级计算机

,以计算

生命宇宙和万物

的最终答案,他们建造的计算机被称为

深思

,花了680万年计算

宇宙中的所有数据,最终

找到并

回答生命的最终

意义 宇宙和一切以及

答案是什么

文化的观众到底

是数据和智慧之间的区别,

但这

是另一次谈话这当然

是已故伟大的道格拉斯亚当斯的一个著名故事,

他碰巧给了我我的第

一份工作,而 我还在医学院接受培训

,道格拉斯

在他的《银河系搭便车指南》一书中谈到了一件绝妙的事情

他谈到了

一种设备,它可以帮助我们所有人,

从他写它

开始,它能够在我们的生活中导航,

它有这么大,它有一个触摸

屏,

它包含了银河系中的所有知识和

智慧

, 它不是

由当局写的

,它是由我们所有人写的,

现在口袋里有一

本银河系搭便车指南

正在谈论

的是

我们将

在数据和计算中看到的指数变化,这将帮助

我们

解开我

的医学专业中的许多事情

,例如,我们从万维网的推出

到仅用 8 年就解码人类基因组

几年

前,在过去的一百年里,我们

在数据

指数级的进步中几乎没有取得任何进展,但是这

将把

我们带到医学方面

的什么地方呢?一百年前就像 孟买

最先进的技术

你可以去

药房 你可以买到

哑炮 疟疾

药物 你有像威廉·

凯洛格这样的医生 发明

玉米片的人 他的兄弟

哈维到处

做各种各样的

事情 今天,但这是最

先进的技术

快进一百年到今天

在过去几年里

,牛津大学的安东尼教授使用

计算机视觉查看了旧的 ct 扫描结果

,最终明白了为什么这么多

尤其是在印度,人们死于心脏病,

尽管直到最近

他们的动脉中还没有

完全肉眼看不见的斑块,

所以

有了所有这些指数,

一百年后我们将在

哪里回答这个问题 我要

回到

希波克拉底之前,回到我

最喜欢的历史时刻我希望你们都

知道那是什么

让我们看看

[音乐]

这是谁 有文化的观众 是的,

达斯·维德向我展示

了现代医疗技术的未来

,这就是为什么

他有 100 次烧伤

[音乐]

多器官衰竭

[音乐]

没有胳膊和没有腿

一些心理问题

[音乐]

一些小问题,当然

[音乐 ]

没有正式诊断,但你得到了

漂移,但

通过生物技术机器学习和

一堆传感器,

达斯维德不仅能够过

上充实的生活,而且还能统治

银河

我相信你会同意我的看法,他

是现代医疗技术的一个例子,

但启发我的不是他,

而是他的直线经理帕尔帕廷

皇帝,当然是

由伟大

的莎士比亚演员伊恩麦克德莫特扮演的

,不幸的是,他在 2008 年的舞台上

不幸遭遇了一场非致命的心脏病

发作。

一场戏剧的新闻开幕,

他的经理打电话给我们说,看,

你把所有这些感官都放在

一级方程式赛车手和运动员

身上,你不能告诉我们我们的演员什么时候

会有问题吗? 他们和我们说是的,但它

每小时要花费大约一万美元,而且到处都有电线和

电池,可能没有,但这让我们

想到

了作为个人事情的旁白,

这是任何人都曾收到过的最重要的信息

皇帝亲自送我祝我

新年快乐

,希望我的绝地本能仍然

完好这是我正式

成为太医的时候,但我

不在死星上

工作我实际上

在伦敦的医学研究所和其他 50 人一起工作 人们

和我们与精英运动员和

做极端极端事情的人一起工作,

包括

在 50 天内跑完 43 场马拉松的名人或

其他想游泳的人,

还有一些

非常有趣的实验,比如

我被扔在一个笼子里,里面有一个

重量级的笼子

战士 为了看看休息冰

压缩和抬高是否真的有效,

我输了,

但认真地说,我们不仅将学到的知识应用

运动员身上,也应用到病情最严重的体育运动

身上 包括那些患有癌症的人

,我们能够通过及早发现问题来改善结果,

只有使用大量数据

,就像我们在航空领域所做的那样

告诉某人何时

会死,

您可以通过做好事来移动曲线,

它是非常强大的数据,就像

我们使用飞机一样

这是我飞到印度的 787,

非常安全且非常有效地开采

它产生了

000 GB 旅程中的数据

是一亿

页纸 到 2025 年要阅读一轮奖励

我们将

每年从航空业产生 1000 亿 GB 的数据

,即每秒 3000 亿

页 这就是航空如此安全

和高效的原因 但这是

最先进的,当我出生的时候

,每年的身高和体重你会坐飞机吗

50 年没有检查过,

因为这就是我们在开始用餐前等待的时间

确保自己

快进到 2014 年的指数

技术应用

我们已经建立了一个系统,该系统可以

承载不同的生物传感器,包括

这个

罗比·萨维奇和艾伦·希勒坐在

温布利体育场的每个座位上

,我们可以看出艾伦·希勒

会在两天内获胜 提前

因为信号这是一个

可以测量五天心电图

呼吸率心率心率

变异性压力身体姿势

加速度计一小时一万美元

就在十年前我今天

穿多少现在我可以接受的设备 关闭

,我可以

每天扔掉一美元

科技进步

这是非常重要的一点,我们

在医疗保健上花费了数万亿美元

,其中大约三分之一完全

浪费了,

我们必须对此做点什么,我们的

论点

是 我们

最终

可以以每天大约一美元的价格节省数万亿美元

卫生系统正在浪费

大量金钱

印度在哪里 gh 印度只

花费了其国内生产总值的 1.6%,

所以为了证明结果,我们肯定

会让这个国家变得更富有并花

更多的钱,但答案是否定的,

因为你越富有,你

患糖尿病的可能性就会增加三倍

50% 更高的高血压发病率

1100% 更多的肥胖

问题 你越富有

财富不是答案 问题

是我们正在

遭受衰老 我们都在变老

并且将生物学的那部分作为

我们正在研究的数据和计算问题来破解,

但是 我们离它还很远

,即使我们破解了也有

卫生系统,它们也很复杂

,如果我们破解了,那就是

政治,

我喜欢 Photoshop,

所以也许我们都应该搬到

医疗技术的发源地加利福尼亚,

那里是指数增长的地方

一切都开始了,

但美国也存在问题

最终陷入其他问题,

我们处于困境和困难之间,

但我相信我们可以取得平衡,

我们不应该恐慌,因为

我们确实拥有正在发生的指数技术的力量,

即使我们喜欢与否,所以请

不要 ‘不要低估指数技术的力量

请不要低估自己的力量

,请不要低估黑暗面的力量

在我走之前我想告诉你一个

关于我们病人的故事

,这是一个重要的故事,因为所有

这一切 关于大型卫生系统

和数万亿美元等等

是无关紧要的,除非我们可以将其应用于

人类并开始这样做,今天

这个女人是一名患者,在 2011 年

无法怀孕,所以她问

我们是否认识

我的专家 说好,我要挑选

一种技术,然后找到一些,

几天之内,她看到了一位

生育专家

,她对她说,看不出有什么

问题,我要让你开始生育

治疗,

但在我这样做之前,我有一种预感,我

不知道为什么我要对你的子宫进行核磁共振

扫描

,她回来告诉我们

她要么有一个正常的子宫,要么

有点 更厚,或者她患有子宫结核,

在当今这个时代

怎么会有如此根本的不同无法理解,专家

决定

进行探索性调查,因为

这有点奇怪

,所以他按照协议进行了

调查

,他给了她 回答

她为什么不能怀孕

的答案 为什么她永远不能

怀孕的答案 那是什么,那是

因为

她在整个子宫内都患有癌症

计划进行紧急手术 她

怀孕的机会破灭了,

但就在她怀孕之前 她让我们

召集一些人,

我们召集了数学家而不是

医生,以确定它是否会

在一个快速

的体外受精紧急周期中传播,以收获一些

卵子,将它们放在冰上,给她一个

机会

,她做了,然后她做了

手术

,她回来了更糟糕的消息是

卵巢癌已经扩散

到她的子宫,她的预后很糟糕

,一两年的寿命,所以她

一次又一次地寻求我们的帮助

再次使用指数

技术,

我们给了她一个答案,我们

对她卵巢和子宫的两个组织进行了相当便宜的测序

,我们确定它没有

从卵巢扩散到子宫,

她不需要更大的手术

和九个月的时间 可能

不会产生影响

的化学疗法 基因序列显示她患有

两种

遗传多样性的癌症 它们

不是同一种癌症 她患有两种 1a 期原发性癌症

并且通过去除它们她活了下来

她没有被药物治愈 她

被数据治愈

在 2013 年底发生了这件事,

代孕妈妈很好地

怀了她的孩子并怀孕了

,2014 年 5 月 1 日,

这件事发生了,她收到了她的孩子,这个孩子

是从一个代孕妈妈那里出生

的 那个日期我记得很

清楚,因为就在几天前,

我收到了我生命中最

重要的短信

,那就是

每个人都在找你,请回家

我问有什么严重的事情,

她说是的

你的女儿即将出生

这位女士不是我的妻子 不是我的 她是

我的妻子

她不是我的病人 她是我的妻子

西耶娜是我们的小女儿

我想和你分享这个

故事的原因是因为

这对我们来说非常重要 当我们

谈论所有这些技术

时,不仅要考虑大型卫生

系统以及我们可以

赚多少钱或可以节省多少钱,

而是要记住,我们今天必须

竭尽全力将这些事情

落实到位,

因为个人 生命依靠它

不仅可以

节省成本等等,有时还可以

通过少

做一些来挽救生命,有时通过做某事来挽救生命

,有时甚至不仅可以挽救

生命,

还可以创造新的生命

[A 掌声]

[音乐]