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PupilScan
PRESENTATION TO IOPPPN AT KING’S COLLEGE LONDON (AND ODSC)
BY: DEVIN HOSEA (PUPILSCAN) PROF. WADE SCHULZ (YALE UNIVERSITY SCHOOL OF MEDICINE)
AND PROF. VINCENT GIOVINAZZO (PUPILSCAN & STATE UNIV. OF NEW YORK SCHOOL OF MEDICAL SCIENCE )
“PupilScan” (verb, noun): Scan the patient’s eyes for 6
seconds with a smartphone to detect
neurotoxin(s) present in the brain.
 Scan: PupilScan app takes a 6000ms video of the eyes and uploads to a powerful server
in the cloud, at 30fps, creates about 180 images of both eyes
 Server functionality:
 Feature Extraction captures the pupillary lateral diameter, pupil area, iris area, inter-pupillary
distance (IPD), and other measurements
 Uses these measurements to create a Pupillary Light Reflex Graph (PLR)
 PLRs are distinctive for certain drugs (based on extensive research conducted by Dr. Irene
Loewenfeld MD at Columbia University)
 ML applied to all Feature Extracted data can classify the toxin and returns the value to the
smartphone app
 Note of caution: this is a nascent unproven application. However, based on Dr.
Loewenfeld’s work and our own proof-of-concept, we are cautiously optimistic this can
work, especially for opioids and stimulants. A clinical trial in 2020 at Yale will seek to
validate, and further train the model, with thousands of samples against a gold-
standard test (mass spectrometry).
Why Fluid Tests are Suboptimal to
Computational Neurotoxicology
 Inaccurate
 Specificity is the biggest problem; “utox” screens fail to recognize presence of many
dangerous psychotropic drugs
 Example: Fentanyl (a very strong synthetic opioid) is often missed in the A&E, resulting in
overdose and death
 Slow: Turnaround time (TAT) can be quite long in emergency situations where minutes
and seconds count [Dr. Thomas JS Durant, MD, Yale University, internal study, abstract submitted to College of American Toxicology, 23 April 2018]
 Expensive
 Costs can run as high as £50/test (with overheads), and an additional £100 if mass
spectrometry confirmation is required
 Total annual expenditure on drug testing in the US exceeds £10 billion
 Invasive: Drawing fluid (except blood) from comatose patients if often impossible (and
comatose pts are at highest mortality risk.) Blood has a much longer TAT, making it
impractical.
PupilScan Technology: Eye
scan with advanced quality
control
Smart client has functionality to
ensure quality scans that engender
high quality pupil measurements
over 6 seconds:
 Ambient light analysis
 Reflection correction/removal
 Distance and high-definition
sclera/iris/pupil capture
ensured
 Guidance is given to clinician to
position smartphone properly
before beginning scan which
gets sent to cloud
Facial Video -> Extract Eye Movie -> PLR
Facial Video -> Extract Eye Movie -> PLR
Classify PLR = [methadone]
Detecting opioids: oxycodone and
buprenorphine versus baseline
0
2
4
6
33
528
1023
1518
2013
2508
3003
3498
3993
4488
4983
5478
Pupillary Light Reflex of
Opioids versus baseline
Normal (no substances)
Oxycodone
Buprenorphine
Oxycodone + Buprenorphine
Millimeters of
Pupil Diameter
Scan time in milliseconds
PupilScan
Panel Data
Corresponds well to known PLR data in
literature: opioids tend to start lower and
depress the Pupillary Light Reflex as shown
PupilScan Technology
Client on
Smartphone
Measure pupil
diameter in each
frame
Plot Pupillary Light
Reflex Graph
Classify PLR graph
using a neural
network
Return result to
client in similar
format as utox
A PupilScan is
captured on a
smartphone and
then processed in
the cloud on a
massively parallel
virtual machine.
Only a panel of
values is returned,
corresponding to
exogenous
neurotropics.
Pending
FDA/MHRA
approval
PupilScan Technology: NN determines
substance(s) based on PLR data
360 input nodes
corresponding to
vector used to
create PLR graphs
Output nodes
correspond to
categories of
substance.
References and Contact Info
 References available upon request.
 Contact: Devin Hosea, PupilScan, dfh@pupilscan.co.uk @devin91
http://www.linkedin.com/devinhosea
 Want to beta-test it? Email support@pupilscan.co.uk
 020 7164 6274 (UK office). Or US mobile +1 609 558 8808
 iMessage/FaceTime: devin@alumni.princeton.edu
PupilScan
Panel Data
PupilScan Technology: Eye
scan with advanced quality
control
Smart client has functionality to
ensure quality scans that engender
high quality pupil measurements
over 6 seconds:
 Ambient light analysis
 Reflection correction/removal
 Distance and high-definition
sclera/iris/pupil capture
ensured
 Guidance is given to clinician to
position smartphone properly
before beginning scan which
gets sent to cloud

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Pupilscan Seminar at King's College London 20/11/19

  • 1. PupilScan PRESENTATION TO IOPPPN AT KING’S COLLEGE LONDON (AND ODSC) BY: DEVIN HOSEA (PUPILSCAN) PROF. WADE SCHULZ (YALE UNIVERSITY SCHOOL OF MEDICINE) AND PROF. VINCENT GIOVINAZZO (PUPILSCAN & STATE UNIV. OF NEW YORK SCHOOL OF MEDICAL SCIENCE )
  • 2. “PupilScan” (verb, noun): Scan the patient’s eyes for 6 seconds with a smartphone to detect neurotoxin(s) present in the brain.  Scan: PupilScan app takes a 6000ms video of the eyes and uploads to a powerful server in the cloud, at 30fps, creates about 180 images of both eyes  Server functionality:  Feature Extraction captures the pupillary lateral diameter, pupil area, iris area, inter-pupillary distance (IPD), and other measurements  Uses these measurements to create a Pupillary Light Reflex Graph (PLR)  PLRs are distinctive for certain drugs (based on extensive research conducted by Dr. Irene Loewenfeld MD at Columbia University)  ML applied to all Feature Extracted data can classify the toxin and returns the value to the smartphone app  Note of caution: this is a nascent unproven application. However, based on Dr. Loewenfeld’s work and our own proof-of-concept, we are cautiously optimistic this can work, especially for opioids and stimulants. A clinical trial in 2020 at Yale will seek to validate, and further train the model, with thousands of samples against a gold- standard test (mass spectrometry).
  • 3. Why Fluid Tests are Suboptimal to Computational Neurotoxicology  Inaccurate  Specificity is the biggest problem; “utox” screens fail to recognize presence of many dangerous psychotropic drugs  Example: Fentanyl (a very strong synthetic opioid) is often missed in the A&E, resulting in overdose and death  Slow: Turnaround time (TAT) can be quite long in emergency situations where minutes and seconds count [Dr. Thomas JS Durant, MD, Yale University, internal study, abstract submitted to College of American Toxicology, 23 April 2018]  Expensive  Costs can run as high as £50/test (with overheads), and an additional £100 if mass spectrometry confirmation is required  Total annual expenditure on drug testing in the US exceeds £10 billion  Invasive: Drawing fluid (except blood) from comatose patients if often impossible (and comatose pts are at highest mortality risk.) Blood has a much longer TAT, making it impractical.
  • 4. PupilScan Technology: Eye scan with advanced quality control Smart client has functionality to ensure quality scans that engender high quality pupil measurements over 6 seconds:  Ambient light analysis  Reflection correction/removal  Distance and high-definition sclera/iris/pupil capture ensured  Guidance is given to clinician to position smartphone properly before beginning scan which gets sent to cloud
  • 5. Facial Video -> Extract Eye Movie -> PLR
  • 6. Facial Video -> Extract Eye Movie -> PLR Classify PLR = [methadone]
  • 7. Detecting opioids: oxycodone and buprenorphine versus baseline 0 2 4 6 33 528 1023 1518 2013 2508 3003 3498 3993 4488 4983 5478 Pupillary Light Reflex of Opioids versus baseline Normal (no substances) Oxycodone Buprenorphine Oxycodone + Buprenorphine Millimeters of Pupil Diameter Scan time in milliseconds
  • 9. Corresponds well to known PLR data in literature: opioids tend to start lower and depress the Pupillary Light Reflex as shown
  • 10. PupilScan Technology Client on Smartphone Measure pupil diameter in each frame Plot Pupillary Light Reflex Graph Classify PLR graph using a neural network Return result to client in similar format as utox A PupilScan is captured on a smartphone and then processed in the cloud on a massively parallel virtual machine. Only a panel of values is returned, corresponding to exogenous neurotropics. Pending FDA/MHRA approval
  • 11. PupilScan Technology: NN determines substance(s) based on PLR data 360 input nodes corresponding to vector used to create PLR graphs Output nodes correspond to categories of substance.
  • 12. References and Contact Info  References available upon request.  Contact: Devin Hosea, PupilScan, dfh@pupilscan.co.uk @devin91 http://www.linkedin.com/devinhosea  Want to beta-test it? Email support@pupilscan.co.uk  020 7164 6274 (UK office). Or US mobile +1 609 558 8808  iMessage/FaceTime: devin@alumni.princeton.edu
  • 14. PupilScan Technology: Eye scan with advanced quality control Smart client has functionality to ensure quality scans that engender high quality pupil measurements over 6 seconds:  Ambient light analysis  Reflection correction/removal  Distance and high-definition sclera/iris/pupil capture ensured  Guidance is given to clinician to position smartphone properly before beginning scan which gets sent to cloud