The Future of Medicine is Digital

we start out

in 2400 bc in ancient mesopotamia

it was here where the first medical text

was transcribed

a simple clay tablet with 15

prescriptions

for common ailments was listed

at this point in history virtually no

information

about individual persons was collected

fast forward 1500 years or so

nearly every society china india

egypt greece were starting to record

medical texts to share knowledge

the edwin smith papyrus in egypt

describes 48 cases

of military injuries and the cahoon

gynecological papyrus discusses all

manner of women’s health

traditional indian medical texts provide

descriptions of what is thought to be

parkinson’s disease and the wandi negin

in ancient china is still thought to be

the fundamental source for chinese

medicine

even two millennia later still

much of the medical knowledge at the

time is reserved for the elites

pharaohs in egypt emperors in china

information on the common man is still

non-existent

let’s jump ahead to the 1300s the

renaissance

a time of enlightenment there is more

information being generated at this

point in history

than any time before more and more is

being understood about the human body

about medicine and about disease but we

are starting to see this pattern

emerge where information collected

and recorded is gathered only on a very

small percentage of the population

and usually reserved for those with

money and influence

the 1500s usher an era of darkness

in disarray commonly known as the dark

ages

much of the information gained

previously is destroyed

less emphasis is placed on the

individual and medical knowledge

stagnates

let’s jump ahead now to the eighteen

hundreds the world

is bigger than ever there is more

emphasis placed on the individual

and medical technology is rapidly

increasing

sir augustus frederick diaste gives us

our first look

at a complete symptom diary where he

tracks his multiple sclerosis diagnosis

for nearly 20 years including such

details as urinary incontinence

episodes of sexual dysfunction and each

of the treatments he attempts

the data in his diary is so detailed

that modern-day physicians

have been able to chart the progression

of his disease

but augustus was not the average person

in the 1800s his grandfather

was king george iii and he lived a life

of relative ease and luxury

affording him the opportunity to record

his life events

in great detail most people’s lives at

the time

were reduced to a few characters a

record of birth

and a record of death

in the early 1900s technology is driving

progress in medicine the x-ray machine

is placed in a hospital for the first

time

and electrocardiogram or ekg is starting

to be used to diagnose cardiac

abnormalities

for the very first time paper medical

records start being kept

these records along with records of

birth marriage and death

are the data collected on individual

people over their lifetime

these records are more inclusive than

any time in history

but are still reserved for those with

access to the modern medical system of

the day

fast forward to the 1960s it was here

where paper medical records were traded

for the electronic health record

in fact one of the very first electronic

health records

the medical record or tmr was created

right here at duke

by one of my mentors dr ed hammond

transforming these paper records that

could be lost or destroyed

into an electronic format enabled

drastic growth in the field of medicine

and in the care of individuals health

the year is 1984 the year the very first

ted talk occurred

there has been an explosion of

technological advancement in the field

of medicine

the pulse oximeter was introduced the

mri was approved for use in hospitals

and the personal blood glucose meter

made its debut

with these technologies came more data

data about patient health

and wellness and disease progression

let’s jump ahead to 2009 the year that i

watched my very first ted talk

and made giving a ted talk one of my

life goals

we have entered the digital age and the

age of the internet

i watched that first ted talk on a brand

new platform

called youtube that was started only a

few years before

along with the social media giants

facebook and twitter

in 2009 fitbit released their very first

tracker which recorded personal

step count data this came a few years

after the release of the first garmin

smartwatch

in 2003 and a few years before the

release of the first

apple watch in 2015. electronic health

records are becoming commonplace

thanks to the high tech act signed in

2009

and we are generating enormous amounts

of data

approximately three terabytes of data

per person per year

that’s enough data to fill a small

library

and we project massive increases in data

by the year 2020

back in 2009 we couldn’t comprehend just

how much growth we would see in data

and accessibility to data over the next

decade

in 2009 less than a quarter of the

world’s population was accessing the

internet

in 2020 that number was well over 60

and the amount of data generated by each

person has grown exponentially

since 2009. between tracking

environmental sensor data personal

health and wellness information

statistics social media profile records

we amass nearly unimaginable amounts of

data

in the healthcare field imaging

modalities have gotten better

providing us with higher resolution

images with more data

genomics and sequencing are giving us

greater insights

into human health we have made

incredible leaps forward in brain

machine interfaces and recording of

brain activity

and personal monitoring devices like

smartphones and smart watches

are giving us unprecedented amounts of

data about our health

and wellness and if we take a look back

not only are we collecting more data

than at any time in history

but this data is being collected on you

and me

average people something that would not

have been possible

at any other time in history

and this data is collected

longitudinally meaning over time

over time you may track your

expenditures or your habits using data

but we can also track your health and

wellness over time

this gives us a way to personalize

medicine like never before

using computational methods like time

series analysis and machine learning

we can begin to make predictions about

your health and wellness

based upon this historical data over

time

this digital data is giving way to a new

era of medicine

digital medicine as a digital health

data scientist

i work on using this data to diagnose

monitor and manage disease for example

in my phd i have examined the

feasibility of using smart watches for

pre-diabetes screening

pre-diabetes is a disease that is

severely under-diagnosed

in the u.s one in three people have

pre-diabetes

but only one in 10 with pre-diabetes

even know that they have it

and pre-diabetes is a precursor to type

2 diabetes

one of the 10 leading causes of death

it is very important to catch

pre-diabetes early before it progresses

to type 2 diabetes

but pre-diabetes screening is not

happening regularly enough

in a nationally representative sample

fewer than half

of those who met the screening criteria

set by the american diabetes association

were actually screened and this is not

extensible for those living

in remote rural locations or for those

without consistent

access to health care we have shown that

we can use measurements from a smart

watch

like heart rate or activity data in

order to determine

a person’s risk for pre-diabetes

the main goal is to be able to deploy

this technology

in the 117 million wearables that

currently exist

in order to screen for pre-diabetes and

alert at-risk patients

so that they can get a clinical test and

start managing their condition

i’ve had the opportunity to work in many

incredible projects in digital medicine

from using mobile apps and smart watches

for child and adolescent asthma

monitoring

to developing better methods for human

activity recognition

which can be used in those with movement

disorders or in diseases that affect

movement like stroke

or parkinson’s disease recently i’ve

been a part of teams using smart watches

for early detection of the flu

and even coven 19.

using these personal monitoring devices

gives us a way to personalize medicine

and engage people with their own health

and wellness

i personally use this technology to

track my own physiology while training

for ultra marathons

when looking at my data i found myself

annotating it

much like fredrik diaste did in his

diary 200 years ago

as you can see i usually start out way

too fast and you can see this large

peak in heart rate and then i clearly

need to work

on my hills and perhaps my fear of bees

this monitoring became even more

important this past year when i was

diagnosed with an autoimmune condition

making training for ultramarathons a bit

more challenging

i and many others are using these

personal monitoring devices

to track our own health and wellness and

provide greater insights into our own

well-being and this is the tip of the

iceberg

while my work has focused on using

personal monitoring devices for digital

medicine

there is incredible potential in

combining data from personal devices

with electronic health records

imaging data genomics data and even

behavioral profiles from social media

in order to provide us with a

comprehensive picture of our health

and wellness over time

and the best part about digital medicine

is that it is accessible

a majority of the world’s population is

now on the internet

electronic health records are being

implemented globally

and personal monitoring devices like

smartphones and smart watches

are increasingly prevalent now don’t get

me wrong

we have a long way to go if we look at

projections for the next decade

we will see that the enormous amounts of

data we are generating today

will be dwarfed it is essential

that all of us ensure that this data and

the incredible advances in digital

medicine

are accessible to everyone we need to

ensure that our models are unbiased and

that our methods

are ethical to this end i have led

development of the digital biomarker

discovery pipeline

or dvdp an open source platform

aimed at making digital medicine more

accessible and establishing best

practices that are fair

equitable and ethical

gone are the days where you had to be an

emperor

or a pharaoh or the grandson of a king

to have

your medical data recorded and to take

charge of your own health

and wellness thank you

you

我们从

公元前 2400 年的古美索不达米亚

开始,第一部医学文献就是在这里

被转录的,

一个简单的泥板,上面有 15 种

常见疾病的处方,

在这个历史时间点上列出了几乎没有

收集到有关个人的信息

快进 1500 年左右

几乎每个社会 中国 印度

埃及 希腊 开始记录

医学文本以分享知识

埃及的 edwin smith 纸莎草纸

描述了 48

起军事伤害案例,而 cahoon

妇科纸莎草纸讨论了

各种女性健康

印度传统医学文本

描述了人们认为

帕金森氏症和

古代中国的wandi negin仍然被认为

是中国医学的基本来源,

即使在两千年后,当时的

许多医学知识仍然

是为埃及的精英法老保留的

中国皇帝的

信息关于普通人的信息 仍然

不存在

让我们跳到1300s

文艺复兴 启蒙时代 历史

上这个阶段产生的信息

比以往任何时候都多

只收集了一

小部分人口

,通常保留给那些

有钱和有影响力

的人 1500 年代迎来了一个混乱的黑暗时代,

通常被称为黑暗

时代

以前获得的大部分信息

都被销毁

了 医学知识

停滞不前

让我们现在跳到1800

世界比以往任何时候都更加

重视个人

和医疗技术正在迅速

增加

奥古斯都·弗雷德里克·迪亚斯特爵士让

我们第一次

看到完整的症状日记,他在其中

跟踪他的 多发性硬化

诊断近20年,包括这样的

d 详细描述

为性功能障碍的尿失禁发作和

他尝试的每一种治疗方法

他日记中的数据非常详细

,以至于现代医生

已经能够描绘

出他的疾病进展,

但奥古斯都不

是 1800 年代他祖父的普通人

是乔治三世国王,他过着

相对安逸和奢侈的生活,这

使他有机会详细记录

他的生活

事件当时大多数人的生活

被简化为几个字符早期的

出生记录和死亡记录

1900 年代技术推动

医学进步 X 光机

首次被放置在医院中

,心电图或心电图首次

开始用于诊断心脏

异常,纸质

病历开始与记录一起保存

出生婚姻和死亡

是个人一生中收集的数据

这些记录比

历史上的任何时候,

但仍然保留给那些可以

使用当时的现代医疗系统的人

快进到 1960 年代,在

这里,纸质医疗记录被交换

为电子健康记录

,实际上是最早的电子

健康记录之一

我的一位导师 ed hammond 博士在杜克创建了医疗记录或 tmr,

将这些

可能丢失或毁坏的纸质记录

转换为电子格式,使

医学领域和个人健康护理领域取得了巨大的发展。

1984 年第一次

TED 演讲

发生的那一年,医学领域的技术进步爆炸式增长

脉搏血氧仪被引入,

核磁共振被批准在医院使用

,个人血糖仪

首次

亮相这些技术带来了更多数据

关于患者

健康和疾病进展的数据

让我们跳到 2009 年

第一次 TED 演讲,

并将进行一次 TED 演讲作为我的

人生目标之一

我们已经进入了数字时代和

互联网时代

我在一个名为 youtube 的全新平台上观看了第一次 ted

演讲 社交媒体巨头

facebook 和 twitter

于 2009 年发布了他们的第一款

追踪器,该追踪器记录了个人

步数数据,这是在 2003 年

第一款

garmin 智能手表发布

几年后,

在 2015 年第一款苹果手表发布前几年。 由于 2009 年签署的高科技法案,电子健康

记录正变得司空见惯

,我们正在生成

海量数据

,每人

每年大约 3 TB 的数据足以填满一个小型

图书馆

,我们预计数据将在每年大幅增长

2020 年

回到 2009 年,我们无法理解

在 2009 年的未来十年中,我们会在数据和数据可访问性方面看到多少增长 2020 年,

全球四分之一的人口正在访问

互联网,这个数字远远超过 60

,每个人生成的数据量

自 2009 年以来呈指数级增长。在跟踪

环境传感器数据个人

健康和健康信息

统计社交媒体资料记录之间,

我们 在医疗保健领域积累了几乎无法想象的数据量

成像

模式变得更好,

为我们提供了

具有更多数据的

更高

分辨率图像

智能手机和智能手表等个人监控设备

正在为我们提供前所未有

的健康数据

量 我

普通人不会的东西

在历史上的任何其他时间都是可能的,

并且这些数据是纵向收集的,这

意味着随着时间

的推移,您可以使用数据跟踪您的

支出或习惯,

但我们也可以随着时间的推移跟踪您的健康状况,

这为我们提供了一种个性化医疗的方法,

例如 以前从未

使用过诸如时间序列分析和机器学习之类的计算方法,随着时间的推移

我们可以开始

根据这些历史

数据对您的

健康状况做出

预测

我致力于使用这些数据来诊断

监测和管理疾病,例如

在我的博士学位中 我已经研究

了使用智能手表进行

糖尿病前期筛查的可行性

糖尿病前期是一种在美国被严重诊断不足的疾病,

三分之一的人

患有前驱糖尿病,但只有十分之一的前驱糖尿病甚至知道他们患有糖尿病,而前驱糖尿病是 2 型糖尿病的先兆

糖尿病

是导致死亡的 10 大原因之一

在发展为 2 型糖尿病之前及早发现糖尿病前期非常重要,

在全国有代表性的样本中,糖尿病前期筛查的频率不够高,

只有不到一半

的人通过了筛查

美国糖尿病协会设定

的标准实际上是经过筛选的,这

对于那些生活

在偏远农村地区的人或那些

无法持续

获得医疗保健的人来说是不可扩展的

为了确定

一个人患糖尿病前期的风险,

主要目标是能够

在目前存在的 1.17 亿个可穿戴设备中部署这项技术,

以筛查糖尿病前期并

提醒有风险的患者,

以便他们能够获得临床 测试并

开始管理他们的状况

我有机会通过使用移动应用程序参与许多

令人难以置信的数字医学项目

用于儿童和青少年哮喘

监测的 ps 和智能手表,

以开发更好的人类

活动识别方法

,可用于运动

障碍或影响运动的疾病,

如中风

或帕金森病 最近我

一直是使用智能手表的团队的一员

用于早期发现流感

甚至是 coven 19.

使用这些个人监测设备

为我们提供了一种个性化医疗

和让人们关注自己的健康

和健康的方法

我个人使用这项技术来

跟踪我自己的生理机能,同时在观看

超级马拉松训练

时 我发现自己对数据进行

注释

很像 200 年前 fredrik diaste 在他的日记中所做的,

正如你所看到的,我通常开始

太快,你可以看到

心率的这个大峰值,然后我显然

需要

在我的山上工作,并且 也许我对蜜蜂的恐惧在

过去的一年里变得更加重要,因为我被

诊断出患有自身免疫性

疾病 为超级马拉松下雨

更具挑战性

我和许多其他人正在使用这些

个人监测设备

来跟踪我们自己的健康状况,并

为我们自己的幸福提供更深入的了解

,这只是

冰山一角,

而我的工作重点是使用

个人 数字

医学监测设备

将来自个人设备的数据

与电子健康记录、

成像数据、基因组学数据甚至

来自社交媒体的行为档案相结合

,为我们提供长期

健康状况

和最佳部分的全面了解 关于数字医学

的意义在于它是可以访问

的 世界上大多数人口

现在都在互联网上

电子健康记录正在

全球范围内实施

智能手机和智能手表

等个人监测设备越来越普遍 现在不要

误会我的意思,

我们还有很长的路要走 如果我们看一下

对未来十年的预测,

我们将看到

我们今天生成的海量数据

将相形见绌

,我们所有人都必须确保这些数据

和数字医学令人难以置信的进步

可供所有人使用,以

确保我们的模型没有偏见,

并且我们的

方法合乎道德 为此,我领导

了数字生物标志物

发现管道

或 dvdp 的开发,这是一个开源平台,

旨在使数字医学更

容易获得,并建立

公平

公平和道德的最佳实践

,你必须成为皇帝或法老的日子已经一去不复返了

或国王的孙子

记录您的医疗数据并

负责您自己的健康

和保健谢谢