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LEARNINGS FROM SLEEP:
FIRSTBEAT BIG DATA
Tero Myllymäki
Head of Physiology Research, Firstbeat
Firstbeat HRV summit 2018
THE ULTIMATE FUNCTION OF SLEEP?
Schmidt MH (2014). The energy allocation function of sleep: A unifying theory of sleep, torpor, and continuous wakefulness.
Neuroscience & Biobehavioral Reviews, 47: 122-153
SIMPLIFIED VERSION
“If sleep does not serve an absolutely vital function,
then it is the biggest mistake the evolutionary
process has ever made”
Allan Rechtschaffen
HOW SLEEP RECOVERS
Sleep is body’s active and dynamic process to recover
Early night is dominated by deep sleep (protein synthesis, growth hormone secretion)
Latter part of the night is dominated by REM sleep (dreaming, processing information)
Physical recovery
Mental recovery
R
N1
N2
N3
AWAKE
LIGHT SLEEP
DEEP SLEEP
SNOOZING
PARTIALLY AWAKE, BODY MOVEMENTS
time
• Good sleep consists of adequate sleep duration and sleep quality 1,2
• Age-based recommendations for healthy sleep, e.g. 7-9 hours for adults
• Recommended quality metrics of sleep: sleeping enough, falling asleep
in 30min or less, waking up no more than once per night, having
efficient and continuous sleep
• Certain spectrum of sleep phases present: descriptive recommendations
exists, and first consensus statement of recommendations available 2
• ANS plays a key role in recovery and sleep as ANS reflects the
restoration of physiological systems and is associated also with sleep
stages and onset of sleep 3
• Firstbeat uses HRV to measure the physiological recovery during sleep
– the ultimate effect of sleep!
WHAT IS GOOD SLEEP
1 Hirskowitz et al. (2015). National Sleep Foundation’s sleep time duration recommendations: methodology and results summary. Sleep Health, 1 (1): 40-43.
2 Ohayon et al. (2017). National Sleep Foundation's sleep quality recommendations: first report. Sleep Health, 3 (1): 6-19.
3 Tobaldini et al. (2013). Heart rate variability in normal and pathological sleep, Frontiers in Physiology, 4: 4-11.
Recommended Amount of Sleep for a Healthy
Adult: A Joint Consensus Statement of the
American Academy of Sleep Medicine and Sleep
Research Society 2015:
“Sleeping less than 7 hours per night on a
regular basis is associated with adverse
health outcomes, including:
• weight gain and obesity
• diabetes
• hypertension
• heart disease and stroke
• depression
• increased risk of death
• impaired immune function
• increased pain
• impaired performance
• increased errors
• and greater risk of accidents.”
THE PROCESS OF GATHERING BIG DATA
THROUGH PHYSIOLOGY BASED COACHING
LEARN FROM DATA
MAKE LIFESTYLE CHANGES
MEASURE
300,000 measured days from Nordics
30,000 measured days from the UK
4,000 measured days from Hungary
with Firstbeat Bodyguard 2 device
FACILITATORS OF
GOOD SLEEP:
WHAT THE BIG
DATA TELLS?
FACILITATORS OF GOOD SLEEP
AVOIDING ALCOHOL
Recovery
minutes
during
sleep
Doses of alcohol *
* In relation to person weighting 80kg
Pietilä et al. 2018. Acute effect of alcohol intake on cardiovascular autonomic regulation during the first
hours of sleep in a large real-world sample of Finnish employees. JMIR Mental Health
= without alcohol
= low-dose group (≤0.25g/kg)
= medium-dose group (>0.25-0.75g/kg)
= high-dose group (>0.75g/kg) +
Original data included
111,025 monitoring days
from Firstbeat database
FACILITATORS OF GOOD SLEEP
SLEEPING ENOUGH
Recovery minutes
By sleeping shortly
it’s impossible to
give body enough
time to recover
FACILITATORS OF GOOD SLEEP
KEEPING FIT AND STAYING ACTIVE
FACILITATORS OF GOOD SLEEP
FINDING PERSONAL WAYS TO CALM DOWN
Deep breathing exercise
Relax w/ ”mindless” TV after work
Meditation helps
you slow down!
Day-off:
afternoon
nap 30 mins
Tea & talk w/ girlfriend
ACTIVITIES WHICH TYPICALLY STRESS
Being in a work meeting
Being on a computer
Eating
Watching TV
Driving a car
ACTIVITIES WHICH TYPICALLY RELAX
Night’s sleep
Taking a nap
Reading
Relaxation session
Watching TV
Work meetings elicit
stress response in
76% of their time
Naps are half as good
in recovering us than
night’s sleep
RHYTHMS OF
RECOVERY IN THE
NORDICS, UK
AND HUNGARY
HOURLY RHYTHMS OF RECOVERY
DAILY RHYTHMS OF RECOVERY
h
YEAR-ROUND RHYTHMS OF RECOVERY
UK Nordics
SATISFACTION ON SLEEP
Hungary 41%
UK 47%
Nordics 51%
Proportion of persons
who partly or fully
agrees to sleep enough
RYTHMS OF MEN AND WOMEN
PERCEIVED STRESS IN UK
MEN WOMEN
”I feel stressed”
MEN WOMEN
RYTHMS OF MEN AND WOMEN
SLEEP DURATION IN UK
RYTHMS OF MEN AND WOMEN
RECOVERY DURING SLEEP IN UK
THANK YOU!
Tero Myllymäki
tero.myllymaki@firstbeat.com
www.firstbeat.com
#firstbeat
Firstbeat Technologies Firstbeat Technologies Ltd@FirstbeatInfo @firstbeat_technologies

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Learnings from sleep: Firstbeat big data – Tero Myllymaki, Physiology Research, Firstbeat

  • 1.
  • 2. LEARNINGS FROM SLEEP: FIRSTBEAT BIG DATA Tero Myllymäki Head of Physiology Research, Firstbeat Firstbeat HRV summit 2018
  • 3. THE ULTIMATE FUNCTION OF SLEEP? Schmidt MH (2014). The energy allocation function of sleep: A unifying theory of sleep, torpor, and continuous wakefulness. Neuroscience & Biobehavioral Reviews, 47: 122-153
  • 4. SIMPLIFIED VERSION “If sleep does not serve an absolutely vital function, then it is the biggest mistake the evolutionary process has ever made” Allan Rechtschaffen
  • 5. HOW SLEEP RECOVERS Sleep is body’s active and dynamic process to recover Early night is dominated by deep sleep (protein synthesis, growth hormone secretion) Latter part of the night is dominated by REM sleep (dreaming, processing information) Physical recovery Mental recovery R N1 N2 N3 AWAKE LIGHT SLEEP DEEP SLEEP SNOOZING PARTIALLY AWAKE, BODY MOVEMENTS time
  • 6.
  • 7. • Good sleep consists of adequate sleep duration and sleep quality 1,2 • Age-based recommendations for healthy sleep, e.g. 7-9 hours for adults • Recommended quality metrics of sleep: sleeping enough, falling asleep in 30min or less, waking up no more than once per night, having efficient and continuous sleep • Certain spectrum of sleep phases present: descriptive recommendations exists, and first consensus statement of recommendations available 2 • ANS plays a key role in recovery and sleep as ANS reflects the restoration of physiological systems and is associated also with sleep stages and onset of sleep 3 • Firstbeat uses HRV to measure the physiological recovery during sleep – the ultimate effect of sleep! WHAT IS GOOD SLEEP 1 Hirskowitz et al. (2015). National Sleep Foundation’s sleep time duration recommendations: methodology and results summary. Sleep Health, 1 (1): 40-43. 2 Ohayon et al. (2017). National Sleep Foundation's sleep quality recommendations: first report. Sleep Health, 3 (1): 6-19. 3 Tobaldini et al. (2013). Heart rate variability in normal and pathological sleep, Frontiers in Physiology, 4: 4-11. Recommended Amount of Sleep for a Healthy Adult: A Joint Consensus Statement of the American Academy of Sleep Medicine and Sleep Research Society 2015: “Sleeping less than 7 hours per night on a regular basis is associated with adverse health outcomes, including: • weight gain and obesity • diabetes • hypertension • heart disease and stroke • depression • increased risk of death • impaired immune function • increased pain • impaired performance • increased errors • and greater risk of accidents.”
  • 8. THE PROCESS OF GATHERING BIG DATA THROUGH PHYSIOLOGY BASED COACHING LEARN FROM DATA MAKE LIFESTYLE CHANGES MEASURE 300,000 measured days from Nordics 30,000 measured days from the UK 4,000 measured days from Hungary with Firstbeat Bodyguard 2 device
  • 9.
  • 10. FACILITATORS OF GOOD SLEEP: WHAT THE BIG DATA TELLS?
  • 11. FACILITATORS OF GOOD SLEEP AVOIDING ALCOHOL Recovery minutes during sleep Doses of alcohol * * In relation to person weighting 80kg
  • 12. Pietilä et al. 2018. Acute effect of alcohol intake on cardiovascular autonomic regulation during the first hours of sleep in a large real-world sample of Finnish employees. JMIR Mental Health = without alcohol = low-dose group (≤0.25g/kg) = medium-dose group (>0.25-0.75g/kg) = high-dose group (>0.75g/kg) + Original data included 111,025 monitoring days from Firstbeat database
  • 13. FACILITATORS OF GOOD SLEEP SLEEPING ENOUGH Recovery minutes By sleeping shortly it’s impossible to give body enough time to recover
  • 14. FACILITATORS OF GOOD SLEEP KEEPING FIT AND STAYING ACTIVE
  • 15. FACILITATORS OF GOOD SLEEP FINDING PERSONAL WAYS TO CALM DOWN Deep breathing exercise Relax w/ ”mindless” TV after work Meditation helps you slow down! Day-off: afternoon nap 30 mins Tea & talk w/ girlfriend
  • 16. ACTIVITIES WHICH TYPICALLY STRESS Being in a work meeting Being on a computer Eating Watching TV Driving a car ACTIVITIES WHICH TYPICALLY RELAX Night’s sleep Taking a nap Reading Relaxation session Watching TV Work meetings elicit stress response in 76% of their time Naps are half as good in recovering us than night’s sleep
  • 17. RHYTHMS OF RECOVERY IN THE NORDICS, UK AND HUNGARY
  • 18. HOURLY RHYTHMS OF RECOVERY
  • 19. DAILY RHYTHMS OF RECOVERY h
  • 20. YEAR-ROUND RHYTHMS OF RECOVERY UK Nordics
  • 21. SATISFACTION ON SLEEP Hungary 41% UK 47% Nordics 51% Proportion of persons who partly or fully agrees to sleep enough
  • 22. RYTHMS OF MEN AND WOMEN PERCEIVED STRESS IN UK MEN WOMEN ”I feel stressed”
  • 23. MEN WOMEN RYTHMS OF MEN AND WOMEN SLEEP DURATION IN UK
  • 24. RYTHMS OF MEN AND WOMEN RECOVERY DURING SLEEP IN UK
  • 25. THANK YOU! Tero Myllymäki tero.myllymaki@firstbeat.com www.firstbeat.com #firstbeat Firstbeat Technologies Firstbeat Technologies Ltd@FirstbeatInfo @firstbeat_technologies