the new era self-care and democratization of sleep medicine5db5ef8f-83f1-437e...optical (oximeter,...

38
Health monitoring in insurance Unlocking the power of your customers' data The New Era Self-care and Democratization of Sleep Medicine

Upload: others

Post on 12-Oct-2020

1 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Health monitoring in insuranceUnlocking the power of your customers' data

The New Era Self-care and Democratization of Sleep Medicine

Page 2: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

A Sleepless SocietyBrightness map indicates light pollution

Insufficient sleep Insomnia Circadian rhythm problems

Social jet lag Obstructive sleep apnea

99% of Europeans and people in the US, live under skies nearly 10% brighter than their natural starry state

Page 3: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy
Page 4: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Allan Rechtschaffen, 1970

“If sleep does not serve an absolutely vital function, then it is the biggest mistake the evolutionaryprocess has ever made.”

Page 5: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Why we sleep?

Through an explosion of discoveries over the past

twenty years, we have come to realize that

evolution did not make a spectacular blunder in

conceiving of sleep. Sleep dispenses a multitude

of health-ensuring benefits, yours to pick up in

repeat prescription every twenty-four hours, should

you choose. (Many don’t.)“

Matthew Walker; 2017

Page 6: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

General Organization of the Autonomic Nervous Function

Endocrine (Glands Secrete

Circulating Factors)

Autonomic Nerves (organs)

Environment (sensory)

Endocrine (Glands Secrete

Circulating Factors)

Autonomic Nerves (organs)

Motor and Pain Control

CentralAutonomic

Network

Behavioral State Control (attention, sleep-wake cycle,

motivation…)

Page 7: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Sleep Drive (needs)

Circadian Rhythm (clock)

Age

Individual/Genetic Differences

Determinants of Sleep

Waketime

Function

& HealthStress/Mood

Health/Pain

Motivation

Ambient Conditions

Social Time

Light-dark Cycle

Page 8: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

The Sleep-Life Balance is Broken

Technology Brought Fast Changes In Human Life:

Computers

TV and Media

Smartphones

Social media

Industrial revolution

Artificial light

Transportation

Communication

Half of the population of the U.S.A, Europe, and China

suffers from sleep deficit & sleep disorders

Page 9: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Sleep DeficiencyPoor or Insufficient Sleep

Cardiovascular Diseases, Obesity & Metabolic

Syndrome, Cancer, Degenerative Disorders &

Dementia, Infectious Diseases, Mood

Disorders, Work and Traffic Accidents,

Absenteeism, Presenteeism….

Lower Quality of Life

Decreased Performance

Decreased Life Expectancy

Causes:

Leading to increase in:

Resulting in:

Lower Immunity

Increased Inflammation

Increased Stress

Endocrine Dysfunction

Memory Impairment

Increased Reaction Time

Emotional Imbalance

Page 10: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Economic cost of insufficient sleep in 5 OECD countries

Source: Jess Plumridge/RAND Europe

The Impact of Sleep Loss

$63 B - Cost to employers$1,500 vs $300 - Cost to insurance company for person with poor sleep vs good sleep

Page 11: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Use Technology to Repair the Very Damage it Caused

Page 12: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Give Sleepa Chance

Page 13: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Assess

SolveMonitor

Page 14: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

SleepRate Solutionat a Glance

Page 15: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Heart Rate Measurement

Electrical (ECG, Chest Strap)

Optical (Oximeter, PPG)

Ballistical

Integration of Signals to Improve Results

Heart Rate

Actigraphy

Breathing

Oxygen Saturation

Ambient factors

Sound (noise & snoring)

Light

Temperature

Weather

Light-Dark

SleepRate Supports a Variety of Sensors

Page 16: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

BIO

Page 17: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy
Page 18: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

“ Wearable apps help Olympic athletes train at their best” Special for USA TODAY Sports; July 29, 2016

Page 19: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Assessment

Page 20: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Assessment Algorithm Flow

Raw Data Data Analysis Results

Sleep times and alarms as measured (GTB,WU,Alarm)

IBI

Accelerometer

Ambient sound & snoring

Daytime sleepiness, stress and naps (reported)

Daytime behaviors & habits

Questionnaires and demographics

Perceived sleep times

Sleep disturbances connected to ambient factors

Measured stress, HR and recovery

Perceived sleep measures & discrepancies from objective variables

Sleep Architecture (HRV and/or Actigraphy)

Correlates with daytime habits

Insomnia

DSPS

DSPS & Insomnia

ASPS

Insufficient sleep

Poor sleep related habits

Normal sleep

Referral to expert

Page 21: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Global Sleep Fix

Page 22: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Global Sleep Fix participation map

Page 23: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Global Sleep Fix

50.0%

23.2%

7.5%

6.5%

12.5%0.2%

AssessmentOutcome

Insomnia Insomnia and Circadian Circadian Insufficient Sleep Habits Only Normal Sleep

7904 completed assessment

Page 24: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

50

51

52

53

54

55

56

57

Alcohol No Alcohol

Subjective Sleep Satisfaction

0

2

4

6

8

10

12

14

Alcohol No Alcohol

min

ute

s

Subjective WASO

error bars are standard errors

**

**

** p<0.0001

Alcohol and Sleep Parameters

Page 25: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Pain and Sleep

• Pain – 586 Users • No Pain – 4437 Users

For which conditions have you been diagnosed or treated? • Arthritis or pain: Yes / No

40

50

60

70

80

90

100

Active Insomnia Insomnia - Not Active Short Sleep Duration Poor Sleep Habits

% o

f U

se

rs

Pain No Pain

Page 26: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Therapy

Page 27: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Historical Wisdom

The day and night [together] are twenty-four hours long. It is sufficient to

sleep for a third of this, i.e. eight hours, which should be at the end of the

night, so that there will be eight hours from when one goes to sleep to

sunrise. One should get up before sunrise.

One should not sleep on one's front or on one's back, but on one's side; at the

beginning of the night one should sleep on one's left side, and at the end of

the night on one's right side. One should not sleep close to having eaten, but

one should first wait three or four hours. One should not sleep during the day.

Maimonides, The Book of Knowledge, Regimen of Health, 1170-1180

Page 28: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Increases sleep drive

Stabilizes circadian rhythm

Synchronizes sleep drive with

circadian rhythm

Reduces conditioned arousals

Lowers sleep related anxiety

Targets sleep damaging behaviors

Provides adequate individual guidance to reduce

conditioned arousals and negative emotions

Provides sleep education

Supports adherence with challenging behavioral

changes

Provides biofeedback or relaxation guidance

Provides detection of disturbing ambient noise

Therapy Phase corrects detected abnormalities Improves Sleep

How Does CBT+ Work

Page 29: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Aetna Validation Study (RCT)

Page 30: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Subjective-ObjectiveDiscrepancies (mean and SEM)

* for p<0.05 two-tailed paired t-test

CONFIDENTIAL AND PROPRIETARY

Page 31: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

619 subjects with insomnia symptoms

Each subject’s sleep parameters were compared:

last goal in therapy versus assessment

Insomnia Improvement

Page 32: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

0

10

20

30

40

50

60

Assessment Last Goal

min

ute

s

Subjective Sleep Onset

0

5

10

15

20

25

30

35

40

Assessment Last Goal

min

ute

s

Subjective WASO

76

78

80

82

84

86

88

90

Assessment Last Goal

%

Subjective Sleep Efficiency

40

42

44

46

48

50

52

Assessment Last Goal

Subjective Sleep Satisfaction

0

2

4

6

8

10

12

Assessment Last Goal

SSS Rank

**

**

**

**

**

error bars are standard errors

** p<0.0001

Insomnia Improvement

Page 33: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Users’ engagement

0%

10%

20%

30%

40%

50%

60%

70%

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21

# nights in therapy

With Device Without Device

% o

f u

se

rsw

ith

co

mp

lete

d a

ss

es

sm

en

t

Page 34: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Assess

Solve

Prevent

Monitor

Page 35: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Sleep Deficiency is SolvableRedeem your natural rights to sleep and undo the damage:

Cardiovascular Diseases, Obesity & Metabolic

Syndrome, Cancer, Degenerative Disorders &

Dementia, Infectious Diseases, Mood

Disorders, Work and Traffic Accidents,

Absenteeism, Presenteeism….

Better Quality of Life

Better Performance

Increased Life Expectancy

Normalize:

Reduce risk of:

Get:

Immunity

Inflammation

Stress

Endocrine function

Memory

Reaction time

Emotional Imbalance

Page 36: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

> 70,000 - # of users > 3,000 - # of therapy customers > 400,000 - # of nights recorded

As users’ s data accumulates Therapy improves and Prevention becomes possible

Page 37: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

[email protected]

> 70,000 - # of users > 3,000 - # of therapy customers > 400,000 - # of nights recorded

Sleep Well

Page 38: The New Era Self-care and Democratization of Sleep Medicine5db5ef8f-83f1-437e...Optical (Oximeter, PPG) Ballistical Integration of Signals to Improve Results Heart Rate Actigraphy

Basic Copyright Notice & Disclaimer

©2017 This presentation is copyright protected. All rights reserved. You may download or print out a hard copy for your private or internal use. You are not permitted to create any modifications or derivatives of this presentation without the prior written permission of the copyright owner.

This presentation is for information purposes only and contains non-binding indications. Any opinions or views expressed are of the author and do not necessarily represent those of Swiss Re. Swiss Re makes no warranties or representations as to the accuracy, comprehensiveness, timeliness or suitability of this presentation for a particular purpose. Anyone shall at its own risk interpret and employ this presentation without relying on it in isolation. In no event will Swiss Re be liable for any loss or damages of any kind, including any direct, indirect or consequential damages, arising out of or in connection with the use of this presentation.