STEM-In-Action Fall Follow Up: Stumptown Glucobots
As another week goes by, another STEM-In-Action team is amazing us
here at Mission Control. We look forward to our weekly updates on each of the
five grant recipient teams, to see how they are progressing with their projects
and helping their communities. If you are new to eCYBERMISSION or don’t
know about our STEM-In-Action grant, the
U.S. Army Educational Outreach Program (AEOP) STEM-In-Action Grant awards
eCYBERMISSION teams up to $5,000 to develop their projects into mature and
scalable solutions in their community. We have already caught up with two
of our five teams, and are now heading to the west coast to catch up with the
Stumptown Glucobots!
--
We are the team “Stumptown Glucobots”, a neighborhood-based team
from Portland, Oregon, comprised on 7th graders attending Stoller
Middle School. We are on a mission to build a solution to measure blood sugar
levels without a drop of blood!
According to the Center for Disease Control and Prevention, nearly
100 million U.S. adults are now living with diabetes or prediabetes, and that
number is expected to grow substantially by 2025. The amount of children with
juvenile diabetes (type one) has also grown to a staggering 200,000 kids, which
is a dramatic increase compared to past years. Diabetes is an illness that
occurs when insulin, an essential hormone for providing glucose, (the life
energy to cells) is not produced in sufficient amounts by the pancreas. This
usually results in fainting, vomiting, fatigue, and even death. Presently, the
only FDA approved way to measure blood glucose is to invasively prick your
finger, which involves a syringe extracting blood from an area of designated
skin, usually the fingertip, and coating this blood sample on a thin
enzyme-coated strip and then inserting the strip into a glucose monitor.
However, the large population of children finds themselves irritated and sore,
and according to medical professionals, this results in very big tantrums and
disruption in the clinic or hospital. This method using strips and syringe for
blood extraction is extremely expensive and costs over $700 yearly.
Using the eCYBERMISSION website and other resources, we came up
with this Problem Statement: What can be done to cost-effectively and reliably
prevent diabetic children from having to prick their finger daily?
We subsequently started researching with help from our relatives
and friends in the medical field and set out to create a cost-effective,
non-invasive blood glucose monitor without a drop of blood. Our team collected
useful information from more than fourteen different sources ranging from
books, websites, case studies, articles, and expert discussions. We also met
with a number of doctors, subject matter experts, a researcher, and diabetic
patients in various age groups to analyze the importance of this global
problem, including those from Providence Health Group and Oregon Health and
Science University.
We then started collecting more than fifty data samples from
diabetic patients, multiple times. We spoke to Mr. Jaspreet Jhoja, a Masters
student at the University of British Columbia to learn about using a Near
Infrared (NIR) sensor to measure the glucose value. We analyzed various
nanometer spectrum level and conducted more than six different tests to
identify 860 nm wavelength based Near Infrared sensor from Sparkfun.com and
built a prototype to demonstrate a non-invasive solution for measuring blood
glucose levels. Using more than fifty data samples we created from real
patients, we created an Artificial Intelligence-based Linear Regression model
to correlate measured glucose values with corresponding NIR sensor values, and
predicted blood glucose levels with more than 85% accuracy, without a drop of
blood, using our solution, Glucobox.
By collecting more data samples from various patients, we can
improve our machine learning model and the prediction accuracy to more than
95%. With the STEM-IN-ACTION grant, we plan to build additional Glucobox
devices using 3D printing technology to setup Glucobox at various hospitals in
our neighborhood to collect more samples, and subsequently, shrink the form
factor to a device that can be attached to Android phones.
Our solution benefits the community by allowing millions of the
diabetic population to create and use a painless solution that can quickly be
used. Even though our initial focus was on juvenile diabetes, through our
research we have proven that our solution, Glucobox, has the potential to
benefit all diabetic and pre-diabetic patients worldwide. This is a vast
improvement from the painful and time-consuming invasive monitors that are used
throughout the world. We are planning on posting the programming and parts
required onto the internet so anyone who wants to buy, assemble and program the
parts, if they so choose. Our solution is under $200 which makes it more
affordable. We will work to refine our model to find the most efficient parts
after the first round is completed so we can have additional time to test
different components of our device. In addition, since our solution is
non-invasive and does not require a blood sample, we can prevent any spreading of
contagious diseases in our communities.
-Team Stumptown Glucobots, Portland, Oregon-
Shreyas
Ananth, Kapil Kakodkar, Rishab Madhusudhan
--
Again, a team that set out to help their community, but have a
reach that has the potential to have a global impact. We are so excited to see
this team’s progress and cannot wait to catch up with them in a few months.
-Mission Control
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