This document summarizes a company called UMAQ that is developing a low-cost, remote diagnostic tool for obstructive sleep apnea (OSA) using data engineering and data mining techniques. OSA affects 3-5% of the population but 80-90% remains undiagnosed due to high costs and inconvenience of current diagnostic methods. UMAQ's product would involve collecting sleep signals at home using lightweight electrodes and transmitting the encrypted data to the cloud for analysis using machine learning algorithms. The company is seeking funding to further develop the hardware, refine the diagnostic algorithm, and build a new medical database.
2. WE HARNESS THE POWER OF DATA ENGINEERING TO DELIVER
SIMPLE, REMOTE AND LOW-COST
SOLUTIONS FOR DIAGNOSING
OBSTRUCTIVE SLEEP APNEA (O.S.A.)
AND OTHER DISEASES.
What do we do?
3. O.S.A.AFFECTS 3 TO 5%
OF THE POPULATION*
*USA, Chile, Australia, France & Finland
80 TO 90%
REMAINS UNDIAGNOSED
4. It Affects You and Society
HEALTH EXPENSES
US$3.4 BILLION
COULD BE SAVED IN THE US
D O U B L E
A Y E A R
DECREASES
WORK PERFORMANCE
SIGNIFICANTLY
CRITIC RISK FACTOR
IN MOTOR VEHICLE ACCIDENTS
...AND IT´S EVEN WORSE ON CHILDREN
NEUROCOGNITIVE
IMPAIRMENTS AND LEARNING PROBLEMS
FAILURE TO THRIVE
SUDDEN DEATH
AND IMPORTANT RISK FACTOR OF
US$7.9 BILLION
COULD BE SAVED IN THE US
INCLUDING TREATMENT COSTS
A Y E A R
5. 23 SIGNALS TAKEN OVERNIGHT AT A HOSPITAL
OBSTRUSIVE AND COMFORTLESS AND REQUIRES
PROFESSIONAL TESTING AND RESULT SUPERVISION
!#@
Sleep Polysomnography (O.S.A. diagnose gold standard)
6. HIGH COST OPPORTUNITY
IN HOSPITAL BEDS RELEASED FROM
POLYSOMNOGRAPHIES
Market Opportunity
2300POLYSOMNOGRAPHIES
ARE NEEDED A YEAR FOR EACH 100.000 PEOPLE TO
ADEQUATELY ADDRESS DEMAND
AROUND
ACTUAL SUPPLY IS BENEATH THAT LINE, AND THE MARKET GROWS AT A
RATE OF 17% YEARLY. NO TYPE III DEVICE SOLUTIONS USE SLEEP SIGNALS
FOR DIAGNOSE, ONLY TYPE II (POLYSOMNOGRAPHIES)
UMAQ‘s O.S.A. TESTER IS THE FIRST ONE
POLYSOMNOGRAPHY IS TOO EXPENSIVE!
AVERAGE 3000 USD
7. MINERY:
ACCIDENTS HAVE HUGE COSTS
IN PRODUCTION
Market Opportunity
MASSIVE OSA STUDIES ARE BEING
PERFORMED IN CRITIC MARKETS TO
PREVENT ACCIDENTS
TRANSPORTATION:
REGULATION AND PREVENTION
IS PUSHING THE SECTOR
9. SUPERVICED BY A DOCTOR
The original research: Lilí Erazo CEINE Thesis
RESULTS: MODEL WI TH 85% EFFI CIENCY
I N THE C LA S S I F IC ATION OF THE OS A
RI S K
ANALISYS AND WAVELET TRANSFORMATIONS
ALLOWS DATA MINING FOR PATERN SEARCH
80 PS G
S I GN A LS PROC ES S ED
DATA BASE
GEN ERATI ON
HI GHLY I MPROVA BLE W I TH
ENHANCEMENT OF THE DATA
MI N I N G MODEL A N D S I GN A L DATA
PROC ES S I N G
10. ELECTRODES A1, A2 Y C3
OF THE
ELECTROENCEFALOGRAM
Results: The signals
EEG EOG AF LEGS CHIN THORAX
FULL ELECTRO
OCULOGRAM
AIR PRESSURE MOVEMENT LEG
ELECTRODES
CHIN
ELECTROMIOGRAM
THORAX RIP BAND
11. What do we want at UMAQ?
ENHANCED RESEARCH
WE SEEK TO BUILD A NEW DATA
BASE THAT ALLOWS US TO
REPEAT IMPROVE WHAT HAS
ALREADY BEEN DONE BY THE
CEINE
COMMERCIAL PRODUCT
WE WANT TO DEVELOP A COMMERCIAL
PRODUCT THAT COMBINES SIGNAL
ENGINEERING WITH MEDICAL DATA
MORE ACCESS
BESIDES, WE PRETEND TO DELIVER A LOW
COST PRODUCT BY DEVELOPING OUR OWN
HARDWARE, GIVING MORE ACCESS TO THE
DIAGNOSE OF OSA
12. PRESCRIBED BY
DOCTOR
The Product
RES ULTS AVA I LA BLE
ONLI NE FOR BOTH
DOC TORS A N D
PATI EN TS
BROUGHT HOME
AND INSTALLED
FOR SLEEP
DATA TRANSMITED WIRELESSLY &
PROCESSED WITH DATA MINING IN THE CLOUD
13. PRODUCT DEVELOPMENT
The Team
PROJECT
MANAGEMENT
ART AND DESIGN
MEDICAL STUDIES
RAFAEL JARA
INDUSTRIAL ENGINEER
PUC
SEBASTIÁN
MALDONADO
PhD DATA MINING
UCHILE
VISUAL PROGRESS
Hardware y software
PABLO SALOMON
INDUSTRIAL DESIGNER
UDP
COLLABORATE
DATA
MINING
ANDRÉS ARAOS
INDUSTRIAL ENGINEER
UCHILE
14. Where do we stand today?
MVP
• MINIMAL VIABLE
PRODUCT FOR THE
SLEEP SIGNAL
HARDWARE
CLOUD ARCHITECTURE
• FUNCTIONAL NON
COMMERCIAL ALGORITHM
• SIGNAL PROCESSING CLOUD
API READY
DATA BASE
• WE ARE CURRENTLY IN THE
PLANNING OF THE DATA BASE
CONSTRUCTION, LOOKING FOR
PATIENTS, ETHICAL
COMMISION APROVAL AND
FUNDING.
15. Funding needs: 130,000 US$
FINAL HARDWARE
80,000 US$ STIMATED
FOR THE HARDWARE
DEVELOPMENT IN A 10
MONTHS PERIOD
SOFWTWARE
15,000 US$ FOR
RECALIBRATION OF THE
ALGORITHM AND SOFTWARE
DEVELOPMENT
DATA BASE
35,000 US$ FOR THE NEW
MEDICAL DATA COLLECTION
AND CONSOLIDATION
16. THERE IS
Fund us!
A LOT TO BE DONE!
NEW DATA BASE
CONSTRUCTION
FINAL HARDWARE
DEVELOPMENT AND
CERTIFICATION
MEDICAL TRIALS
