A temporary tattoo that brings hospital care to the home Todd Coleman

Please meet Jane.

She has a high-risk pregnancy.

Within 24 weeks,

she’s on bed rest at the hospital,

being monitored
for her preterm contractions.

She doesn’t look the happiest.

That’s in part because it requires
technicians and experts

to apply these clunky belts on her
to monitor her uterine contractions.

Another reason Jane is not so happy
is because she’s worried.

In particular, she’s worried
about what happens

after her 10-day stay
on bed rest at the hospital.

What happens when she’s home?

If she were to give birth this early
it would be devastating.

As an African-American woman,

she’s twice as likely
to have a premature birth

or to have a stillbirth.

So Jane basically has one of two options:

stay at the hospital on bed rest,

a prisoner to the technology
until she gives birth,

and then spend the rest
of her life paying for the bill;

or head home after her 10-day stay
and hope for the best.

Neither of these two options
seems appealing.

As I began to think
about stories like this

and hear about stories like this,

I began to ask myself and imagine:

Is there an alternative?

Is there a way we could have
the benefits of high-fidelity monitoring

that we get with our trusted
partners in the hospital

while someone is at home
living their daily life?

With that in mind,

I encouraged people in my research group

to partner with some
clever material scientists,

and all of us came together
and brainstormed.

And after a long process,

we came up with a vision, an idea,

of a wearable system that perhaps
you could wear like a piece of jewelry

or you could apply
to yourself like a Band-Aid.

And after many trials and tribulations
and years of endeavors,

we were able to come up
with this flexible electronic patch

that was manufactured
using the same processes

that they use to build computer chips,

except the electronics are transferred
from a semiconductor wafer

onto a flexible material
that can interface with the human body.

These systems are about
the thickness of a human hair.

They can measure the types
of information that we want,

things such as:

bodily movement,

bodily temperature,

electrical rhythms of the body

and so forth.

We can also engineer these systems,

so they can integrate energy sources,

and can have wireless
transmission capabilities.

So as we began to build
these types of systems,

we began to test them on ourselves
in our research group.

But in addition, we began to reach out
to some of our clinical partners

in San Diego,

and test these on different patients
in different clinical conditions,

including moms-to-be like Jane.

Here is a picture of a pregnant woman
in labor at our university hospital

being monitored for her uterine
contractions with the conventional belt.

In addition,

our flexible electronic patches are there.

This picture demonstrates waveforms
pertaining to the fetal heart rate,

where the red corresponds
to what was acquired

with the conventional belts,

and the blue corresponds to our estimates

using our flexible electronic systems
and our algorithms.

At this moment,

we gave ourselves a big mental high five.

Some of the things we had imagined
were beginning to come to fruition,

and we were actually seeing this
in a clinical context.

But there was still a problem.

The problem was, the way
we manufactured these systems

was very inefficient,

had low yield

and was very error-prone.

In addition,

as we talked to some
of the nurses in the hospital,

they encouraged us to make sure

that our electronics worked
with typical medical adhesives

that are used in a hospital.

We had an epiphany and said,
“Wait a minute.

Rather than just making
them work with adhesives,

let’s integrate them into adhesives,

and that could solve
our manufacturing problem.”

This picture that you see here

is our ability to embed these censors
inside of a piece of Scotch tape

by simply peeling it off of a wafer.

Ongoing work in our research group
allows us to, in addition,

embed integrated circuits
into the flexible adhesives

to do things like amplifying signals
and digitizing them,

processing them

and encoding for wireless transmission.

All of this integrated
into the same medical adhesives

that are used in the hospital.

So when we reached this point,

we had some other challenges,

from both an engineering
as well as a usability perspective,

to make sure that we could
make it used practically.

In many digital health discussions,

people believe in and embrace the idea
that we can simply digitize the data,

wirelessly transmit it,

send it to the cloud,

and in the cloud,

we can extract meaningful
information for interpretation.

And indeed, you can do all of that,

if you’re not worried
about some of the energy challenges.

Think about Jane for a moment.

She doesn’t live in Palo Alto,

nor does she live in Beverly Hills.

What that means is,

we have to be mindful about her data plan
and how much it would cost

for her to be sending out
a continuous stream of data.

There’s another challenge

that not everyone in the medical
profession is comfortable talking about.

And that is, that Jane
does not have the most trust

in the medical establishment.

She, people like her, her ancestors,
have not had the best experiences

at the hands of doctors and the hospital

or insurance companies.

That means that we have to be mindful
of questions of privacy.

Jane might not feel that happy

about all that data
being processed into the cloud.

And Jane cannot be fooled;

she reads the news.

She knows that if the federal
government can be hacked,

if the Fortune 500 can be hacked,

so can her doctor.

And so with that in mind,

we had an epiphany.

We cannot outsmart
all the hackers in the world,

but perhaps we can present
them a smaller target.

What if we could actually,

rather than have those algorithms
that do data interpretation

run in the cloud,

what if we have those algorithms run
on those small integrated circuits

embedded into those adhesives?

And so when we integrate
these things together,

what this means is that now
we can think about the future

where someone like Jane can still
go about living her normal daily life,

she can be monitored,

it can be done in a way where
she doesn’t have to get another job

to pay her data plan,

and we can also address
some of her concerns about privacy.

So at this point,

we’re feeling very good about ourselves.

We’ve accomplished this,

we’ve begun to address some
of these questions about privacy

and we feel like, pretty much
the chapter is closed now.

Everyone lived happily ever after, right?

Well, not so fast.

(Laughter)

One of the things we have to remember,
as I mentioned earlier,

is that Jane does not have the most trust
in the medical establishment.

We have to remember

that there are increasing
and widening health disparities,

and there’s inequity in terms
of proper care management.

And so what that means
is that this simple picture

of Jane and her data –

even with her being comfortable
being wirelessly transmitted to the cloud,

letting a doctor intervene if necessary –

is not the whole story.

So what we’re beginning to do

is to think about ways to have
trusted parties serve as intermediaries

between people like Jane
and her health care providers.

For example, we’ve begun
to partner with churches

and to think about nurses
that are church members,

that come from that trusted community,

as patient advocates and health coaches
to people like Jane.

Another thing we have going for us

is that insurance companies, increasingly,

are attracted to some of these ideas.

They’re increasingly realizing

that perhaps it’s better
to pay one dollar now

for a wearable device and a health coach,

rather than paying 10 dollars later,

when that baby is born prematurely

and ends up in the neonatal
intensive care unit –

one of the most expensive
parts of a hospital.

This has been a long
learning process for us.

This iterative process of breaking
through and attacking one problem

and not feeling totally comfortable,

and identifying the next problem,

has helped us go along this path

of actually trying to not only
innovate with this technology

but make sure it can be used for people
who perhaps need it the most.

Another learning lesson
we’ve taken from this process

that is very humbling,

is that as technology progresses
and advances at an accelerating rate,

we have to remember that human beings
are using this technology,

and we have to be mindful

that these human beings –
they have a face,

they have a name

and a life.

And in the case of Jane,

hopefully, two.

Thank you.

(Applause)

请见简。

她怀孕的风险很高。

在 24 周内,

她在医院卧床休息,

监测她的早产。

她看起来不是最开心的。

这部分是因为它需要
技术人员和

专家将这些笨重的腰带系在她身上
以监测她的子宫收缩。

简不那么开心的另一个原因是
她很担心。

特别是,她担心

在医院卧床休息 10 天后会发生什么。

她在家时会发生什么?

如果她这么早生
下来,那将是毁灭性的。

作为一名非裔美国女性,

她早产或死产的可能性是其两倍

所以简基本上有两种选择之一:

留在医院卧床休息

,在技术中囚禁
直到她分娩,

然后
用她的余生来支付账单;

或在她逗留 10 天后回家,
并希望一切顺利。

这两个选项
似乎都不吸引人。

当我开始思考这样的

故事并听到这样的故事时,

我开始问自己并想象

:还有其他选择吗?

有没有一种方法可以让我们在医院里与值得信赖的合作伙伴一起
享受高保真监控的好处,

而有人在家
过着他们的日常生活?

考虑到这一点,

我鼓励我的研究小组中的人们

与一些
聪明的材料科学家合作

,我们所有人都聚在一起
进行头脑风暴。

经过漫长的过程,

我们提出了一个愿景,一个想法

,一个可穿戴系统,也许
你可以像珠宝一样佩戴,

或者你可以
像创可贴一样贴在自己身上。

经过多次试验和磨难
以及多年的努力,

我们能够设计
出这种灵活的电子贴片

该贴片使用与制造计算机芯片相同的工艺制造,

只是电子元件
从半导体晶片

转移到柔性材料上
可以与人体交互。

这些系统大约
是人类头发的厚度。

它们可以测量
我们想要的信息类型

,例如:

身体运动、

体温、身体的

电节律

等等。

我们还可以设计这些系统,

使它们可以集成能源,

并具有无线
传输能力。

因此,当我们开始构建
这些类型的系统时,

我们开始
在我们的研究小组中对它们进行测试。

但除此之外,我们开始联系我们在圣地亚哥
的一些临床合作伙伴


在不同临床条件下的不同患者身上进行测试,

包括像 Jane 这样的准妈妈。

这是一张
在我们大学医院分娩的孕妇的照片,

她用传统腰带监测她的子宫
收缩情况。

此外,

还有我们灵活的电子贴片。

这张图片展示了
与胎儿心率相关的波形,

其中红色
对应于

使用传统腰带获得的波形

,蓝色对应于我们

使用我们灵活的电子系统
和算法进行的估计。

这一刻,

我们给了自己一个大大的心理高五。

我们想象的一些
事情开始实现

,我们实际上
在临床环境中看到了这一点。

但是还是有问题。

问题是,
我们制造这些系统

的方式非常低效

,产量低

并且非常容易出错。

此外,

当我们与
医院的一些护士交谈时,

他们鼓励我们

确保我们的电子设备与

医院使用的典型医用粘合剂配合使用。

我们顿悟了,说:
“等一下。

与其让
它们与粘合剂一起工作,不如

让我们将它们整合到粘合剂中

,这样可以解决
我们的制造问题。”

您在这里看到的这张图片

是我们将这些检查器
嵌入到一块透明胶带中的能力

,只需将其从晶圆上剥离即可。 此外,

我们研究小组正在进行的工作
使我们能够

将集成电路
嵌入柔性粘合剂中,

以执行诸如放大信号
和数字化信号、

处理信号

和编码以进行无线传输等操作。

所有这些都集成
到医院使用的相同医用粘合剂

中。

因此,当我们达到这一点时


工程和可用性的角度来看,我们还面临一些其他挑战,

以确保我们可以
使其实际使用。

在许多数字健康讨论中,

人们相信并接受这样的想法
,即我们可以简单地将数据数字化、

无线传输、

发送到云端

,在云端,

我们可以提取有意义的
信息进行解释。

事实上,

如果您不
担心某些能源挑战,您可以做到所有这些。

想一想简。

她不住在帕洛阿尔托,

也不住在比佛利山庄。

这意味着,

我们必须注意她的数据计划
以及


发送连续数据流的成本。

还有另一个挑战

,并非医学
界的每个人都乐于谈论。

也就是说,简对医疗
机构最不信任

她,像她这样的人,她的祖先,

在医生、医院

或保险公司手中没有最好的经历。

这意味着我们必须
注意隐私问题。

Jane 可能

对所有
被处理到云中的数据感到不高兴。

简不能被愚弄;

她读新闻。

她知道,如果
联邦政府可以被黑,

如果财富 500 强可以被黑

,她的医生也可以。

考虑到这一点,

我们顿悟了。

我们无法智取
世界上所有的黑客,

但也许我们可以
给他们一个更小的目标。

如果我们实际上可以,

而不是让
那些进行数据解释的算法

在云中运行

,如果我们让这些算法

嵌入到这些粘合剂中的那些小型集成电路上运行呢?

所以当我们把
这些东西整合在一起时,

这意味着现在
我们可以考虑

像简这样的人仍然
可以过着她正常的日常生活的未来,

她可以被监控

,可以以她不需要的方式完成
不必再找一份工作

来支付她的数据计划

,我们还可以解决
她对隐私的一些担忧。

所以在这一点上,

我们对自己感觉很好。

我们已经完成了这项工作,

我们已经开始解决其中
一些关于隐私的问题

,我们觉得
这一章现在几乎已经结束了。

每个人都过着幸福的生活,对吧?

嗯,没那么快。

(笑声) 正如我之前提到的

,我们必须记住的一件事

是,简对医疗机构最不信任

我们必须记住


健康差距越来越大,


适当的护理管理方面也存在不平等。

所以这意味着

简和她的数据的这张简单照片——

即使她很舒服地
被无线传输到云端,

必要时让医生干预

——并不是故事的全部。

因此,我们开始做的

是考虑如何让
受信任的各方充当

像简这样的
人和她的医疗保健提供者之间的中介。

例如,我们已经开始
与教会合作,

并考虑
作为教会成员的护士

,来自那个值得信赖的社区,

作为
像简这样的人的患者倡导者和健康教练。

我们要做的另一件事

是,保险公司越来越多地

被其中一些想法所吸引。

他们越来越意识到

,也许
现在花 1 美元

买一个可穿戴设备和一个健康教练,

而不是等到

那个婴儿早产

并最终进入新生儿
重症监护室时再花 10 美元——

其中之一更好。 医院最昂贵的
部分。

这对我们来说是一个漫长的
学习过程。

这种
突破和解决一个问题

而不是感觉完全舒服的迭代过程,

并确定下一个问题

,帮助我们走上了这条

道路,不仅试图
用这项技术进行创新,

而且确保它可以用于
那些可能 最需要它。

我们从这个过程

中学到的另一个非常谦卑的教训

是,随着技术的进步
和进步的加速,

我们必须记住人类
正在使用这项技术

,我们必须

注意这些人—— -
他们有一张脸,

他们有名字

和生活。

就简而言,

希望是两个。

谢谢你。

(掌声)