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en route to
Digital Data-Driven
Healthcare and Wellbeing
Kimmo Kaski
Healthcare Expenditure Challenge
Longer lives but bigger spending
MIT Technology Review: Business Report on “A Cure for Healthcare Costs“ (2014)
74
75
76
77
78
79
80
81
82
83 years
73
$1,500 $2,500 $3,500 $4,500 $5,500
TUR
HUN
SVK
MEX
POL
CZE
KOR
ISR
GRC
NXL
ITA
JPN
GBR
BEL
AUS
IRL
CHE
FRA
DEL
CAN
NLD
SWE
Life expectancy vs. per person health spending, OECD nations
Healthcare
spending linked to
longer lives
FIN
USAUSA
20%
1960 1970 1980 1990 2000 2010
Expenditures on healthcare as a percentage of GDP
4%
8%
12%
16%
0%
USA
Other high-income countries
2020 2030 2040
Big spending
in Healthcare
40%
24%
28%
32%
36% Need
multidisciplinary
Research &
Technology &
Innovations to
further improve
Healthcare and
save Costs?
FIN
Digitalisation & ICT make technology Data-driven
transforming Society and its Services
Digitalisation
Data-driven Services
Cyber Security
Media &
Entertainment &
Games
ICT
Cloud Computing
Data Analytics
Internet of Things
Built
Environment &
Smart Cities
Service Economy &
Trade & Commerce
Arts &
Humanities &
Public Institutions
Energy &
Traffic &
Transportation
Healthcare &
Wellbeing
Societal &
Social Services
Process &
Manufacturing Industry
Public SectorPrivate Sector
ICT in Aalto:
> 80 profs & groups
CS: 45 profs & 400 staff
produce ⅓ Finland’s MSc
Cover ICT areas
Aalto Digi Platform
Fostering digitalisation
cooperation in Aalto and
with industrial and
academic partners
CS Spearheads
• Data science
• Internet of Things (IOT)
• Data repository & HPC
• Digital Health
• Security & privacy
• Software
Finland – Test-bed for Data-driven Services
Countries with biobanks
Universal healthcare
Unique national identification number
Genetically isolated population
Recalling made easy
(biobank act + national identification number)
Finland – Test-bed for Data-driven Services
Countries with biobanks
Universal healthcare
Unique national identification number
Genetically isolated population
Recalling made easy
(biobank act + national identification number)
Finland – Test-bed for Data-driven Services
Countries with biobanks
Universal healthcare
Unique national identification number
Genetically isolated population
Recalling made easy
(biobank act + national identification number)
Finland – Test-bed for Data-driven Services
Countries with biobanks
Universal healthcare
Unique national identification number
Genetically isolated population
Recalling made easy
(biobank act + national identification number)
Finland – Test-bed for Data-driven Services
Countries with biobanks
Universal healthcare
Unique national identification number
Genetically isolated population
Recalling made easy
(biobank act + national identification number)
Helsinki area – offers a unique environment for
Health & Wellbeing Technology and Innovation Ecosystem
Harvard
MGH
MIT
Greater Boston area
High-Tech industry
UH
HUS
AALTO
Greater Helsinki area
Health Technology
(FIHTA)
Need to
join
expertise to
tackle the
healthcare
challenge
Helsinki Health Capital
cluster & Data-driven
Healthcare - initiative
Consortium:
Aalto University: Kimmo Kaski, Juho Rousu, Risto Ilmoniemi, Markus Mäkelä; University
of Helsinki: Tomi Mäkelä, Risto Renkonen; Hospital District of Helsinki and Uusimaa
(HUS): Ari Lindqvist, Mikko Rotonen; Finnish Health Technology Association (FIHTA):
Tom Ståhlberg; Helsinki Metropolia University of Applied Science: Tero Nurminen;
Health Capital Helsinki: Tuula Palmen
Funding:
Technology Industries of Finland Centennial Foundation, 6/2015 – 12/2016
Health Capital cluster & Data-driven Healthcare
initiative
Health Capital Cluster Data-driven Healthcare
Data-collection and
management technologies
Research and Development Focus Areas
Platform for health &
wellbeing research,
technology and innovation
at Meilahti Medical Campus
Development of data-
analytics environment for
personalised medicine and
engaging healthcare
Development of wireless
sensor-based health &
wellbeing data-collection and
management methodologies
Data-Driven Healthcare Ecosystem
build-up in greater Helsinki area*
Consortium for Data-Driven Healthcare Ecosystem build-up is enlarging: Nokia/Digital Health labs; BC Platforms;
Medixine; BCB Medical; Noona Healthcare; FMI - Ilmatieteenlaitos; CSC – Tieteen Tietotekniikan keskus; Väestöliitto, …
Data Collection Infrastructure Data Repository
Helsinki Metropolia University of
Applied Sciences
Aalto University
Data Analytics
Predictive Modelling
Digital Health Technologies
Tech-firms & The Finnish Health
Technology Association (FIHTA)
Life Science
University of Helsinki
The Hospital District of Helsinki and Uusimaa
Medical expertise
Data-Driven
Healthcare
Technologies
*Technology Industry’s Centennial Foundation: ”Health Capital & Data-Driven Healthcare Consortium”
Health & Wellbeing Data Analytics Environment
for Predictive Medicine & Personal Engaging Healthcare
See also: MIT Technology Review: Business Report on “Data-Driven Healthcare“ (2014)
Health & Wellbeing Data Analytics Environment
Health &
Wellbeing
Analytics
Environment
Wellbeing
knowledge and
data (Family
Federation of
Finland)
Clinical
expertise and
Data (HUS)
Biomedical
knowledge &
Biobanks
(UH & HUS)
Environmental
& Air Quality
expertise and
Data (FMI)
Big Data
Analytics
(Aalto)
High-
performance
and Cloud
computing
(CSC)
Sensors &
Internet of
Things (Aalto)
Researchers Individuals
Medical Decision Support
Data-Driven Decision Support for Digital Health
(D4Health)
• Funding by AoF ICT2023 progamme
(1.1.2016-31.12.2017)
• Volume: 1.3Meur, ca. 12 person years.
• Consortium of 5 units
‒ Aalto/CS (J. Rousu, coordinator)
‒ Aalto/HIIT (S. Kaski)
‒ Aalto/EEA (S. Särkkä)
‒ UH/HIIT (G. Jacucci)
‒ FIMM (T. Aittokallio)
• Collaboration: HUS, BC Platforms, Duodecim
Data-Driven Decision Support for Digital for Digital
Health (D4Health)
• Analytics methods development
• User Interfaces for Analytics and Exploratory Search
• Integration of multiple data sources
• Network pharmacology modelling
• Patient monitoring
• Case studies (with HUS):
• Chronic Obstructive Pulmonary Disease (COPD)
• Acute Myeloid Leukemia
• Neonatal intensive care
Biodesign Finland - Innovating Medical Technologies in
Interdisciplinary Teams
Identify
Clinical
immersion
Invent
Concept
creation,
prototyping
Implement
Development
strategy
Team
Formation
Med Tech
Innovations,
Startups &
Industry
Leaders
Biodesign is a systematic process to
invent new technologies to improve medical practice.
AALTO: Risto Ilmoniemi, Paavo Kinnunen ja Jaakko Nieminen
HU: Risto Renkonen
HUS: Visa Honkanen
AALTO VENTURE PROGRAM: Olli Vuola
Health Technology growth in Finland
growth rate high, startups & trading balance boom!
2014
• Exports: 1.8 billion €
• Growth from 2013: 8.3%
• Surplus: 829 million €
• Growth from 2013: 10.7%
+ Wellbeing technology
Companies: 400
Revenue: 4 billion €
Personnel: 10 000
+ Startup boom
By courtesy of FIHTA
200
400
600
800
1200
1400
1600
0
1996
1000
Finnish Health & Wellbeing technology trade, 1996-2014
1800
EUR million
-98 2000 -02 -04 -06 -08 -10 -12 -14
Export
Trading balance
Import

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Digital Data-Driven Healthcare and Wellbeing

  • 1. en route to Digital Data-Driven Healthcare and Wellbeing Kimmo Kaski
  • 2. Healthcare Expenditure Challenge Longer lives but bigger spending MIT Technology Review: Business Report on “A Cure for Healthcare Costs“ (2014) 74 75 76 77 78 79 80 81 82 83 years 73 $1,500 $2,500 $3,500 $4,500 $5,500 TUR HUN SVK MEX POL CZE KOR ISR GRC NXL ITA JPN GBR BEL AUS IRL CHE FRA DEL CAN NLD SWE Life expectancy vs. per person health spending, OECD nations Healthcare spending linked to longer lives FIN USAUSA 20% 1960 1970 1980 1990 2000 2010 Expenditures on healthcare as a percentage of GDP 4% 8% 12% 16% 0% USA Other high-income countries 2020 2030 2040 Big spending in Healthcare 40% 24% 28% 32% 36% Need multidisciplinary Research & Technology & Innovations to further improve Healthcare and save Costs? FIN
  • 3. Digitalisation & ICT make technology Data-driven transforming Society and its Services Digitalisation Data-driven Services Cyber Security Media & Entertainment & Games ICT Cloud Computing Data Analytics Internet of Things Built Environment & Smart Cities Service Economy & Trade & Commerce Arts & Humanities & Public Institutions Energy & Traffic & Transportation Healthcare & Wellbeing Societal & Social Services Process & Manufacturing Industry Public SectorPrivate Sector ICT in Aalto: > 80 profs & groups CS: 45 profs & 400 staff produce ⅓ Finland’s MSc Cover ICT areas Aalto Digi Platform Fostering digitalisation cooperation in Aalto and with industrial and academic partners CS Spearheads • Data science • Internet of Things (IOT) • Data repository & HPC • Digital Health • Security & privacy • Software
  • 4. Finland – Test-bed for Data-driven Services Countries with biobanks Universal healthcare Unique national identification number Genetically isolated population Recalling made easy (biobank act + national identification number)
  • 5. Finland – Test-bed for Data-driven Services Countries with biobanks Universal healthcare Unique national identification number Genetically isolated population Recalling made easy (biobank act + national identification number)
  • 6. Finland – Test-bed for Data-driven Services Countries with biobanks Universal healthcare Unique national identification number Genetically isolated population Recalling made easy (biobank act + national identification number)
  • 7. Finland – Test-bed for Data-driven Services Countries with biobanks Universal healthcare Unique national identification number Genetically isolated population Recalling made easy (biobank act + national identification number)
  • 8. Finland – Test-bed for Data-driven Services Countries with biobanks Universal healthcare Unique national identification number Genetically isolated population Recalling made easy (biobank act + national identification number)
  • 9. Helsinki area – offers a unique environment for Health & Wellbeing Technology and Innovation Ecosystem Harvard MGH MIT Greater Boston area High-Tech industry UH HUS AALTO Greater Helsinki area Health Technology (FIHTA) Need to join expertise to tackle the healthcare challenge
  • 10. Helsinki Health Capital cluster & Data-driven Healthcare - initiative Consortium: Aalto University: Kimmo Kaski, Juho Rousu, Risto Ilmoniemi, Markus Mäkelä; University of Helsinki: Tomi Mäkelä, Risto Renkonen; Hospital District of Helsinki and Uusimaa (HUS): Ari Lindqvist, Mikko Rotonen; Finnish Health Technology Association (FIHTA): Tom Ståhlberg; Helsinki Metropolia University of Applied Science: Tero Nurminen; Health Capital Helsinki: Tuula Palmen Funding: Technology Industries of Finland Centennial Foundation, 6/2015 – 12/2016
  • 11. Health Capital cluster & Data-driven Healthcare initiative Health Capital Cluster Data-driven Healthcare Data-collection and management technologies Research and Development Focus Areas Platform for health & wellbeing research, technology and innovation at Meilahti Medical Campus Development of data- analytics environment for personalised medicine and engaging healthcare Development of wireless sensor-based health & wellbeing data-collection and management methodologies
  • 12. Data-Driven Healthcare Ecosystem build-up in greater Helsinki area* Consortium for Data-Driven Healthcare Ecosystem build-up is enlarging: Nokia/Digital Health labs; BC Platforms; Medixine; BCB Medical; Noona Healthcare; FMI - Ilmatieteenlaitos; CSC – Tieteen Tietotekniikan keskus; Väestöliitto, … Data Collection Infrastructure Data Repository Helsinki Metropolia University of Applied Sciences Aalto University Data Analytics Predictive Modelling Digital Health Technologies Tech-firms & The Finnish Health Technology Association (FIHTA) Life Science University of Helsinki The Hospital District of Helsinki and Uusimaa Medical expertise Data-Driven Healthcare Technologies *Technology Industry’s Centennial Foundation: ”Health Capital & Data-Driven Healthcare Consortium”
  • 13. Health & Wellbeing Data Analytics Environment for Predictive Medicine & Personal Engaging Healthcare See also: MIT Technology Review: Business Report on “Data-Driven Healthcare“ (2014)
  • 14. Health & Wellbeing Data Analytics Environment Health & Wellbeing Analytics Environment Wellbeing knowledge and data (Family Federation of Finland) Clinical expertise and Data (HUS) Biomedical knowledge & Biobanks (UH & HUS) Environmental & Air Quality expertise and Data (FMI) Big Data Analytics (Aalto) High- performance and Cloud computing (CSC) Sensors & Internet of Things (Aalto) Researchers Individuals Medical Decision Support
  • 15. Data-Driven Decision Support for Digital Health (D4Health) • Funding by AoF ICT2023 progamme (1.1.2016-31.12.2017) • Volume: 1.3Meur, ca. 12 person years. • Consortium of 5 units ‒ Aalto/CS (J. Rousu, coordinator) ‒ Aalto/HIIT (S. Kaski) ‒ Aalto/EEA (S. Särkkä) ‒ UH/HIIT (G. Jacucci) ‒ FIMM (T. Aittokallio) • Collaboration: HUS, BC Platforms, Duodecim
  • 16. Data-Driven Decision Support for Digital for Digital Health (D4Health) • Analytics methods development • User Interfaces for Analytics and Exploratory Search • Integration of multiple data sources • Network pharmacology modelling • Patient monitoring • Case studies (with HUS): • Chronic Obstructive Pulmonary Disease (COPD) • Acute Myeloid Leukemia • Neonatal intensive care
  • 17. Biodesign Finland - Innovating Medical Technologies in Interdisciplinary Teams Identify Clinical immersion Invent Concept creation, prototyping Implement Development strategy Team Formation Med Tech Innovations, Startups & Industry Leaders Biodesign is a systematic process to invent new technologies to improve medical practice. AALTO: Risto Ilmoniemi, Paavo Kinnunen ja Jaakko Nieminen HU: Risto Renkonen HUS: Visa Honkanen AALTO VENTURE PROGRAM: Olli Vuola
  • 18. Health Technology growth in Finland growth rate high, startups & trading balance boom! 2014 • Exports: 1.8 billion € • Growth from 2013: 8.3% • Surplus: 829 million € • Growth from 2013: 10.7% + Wellbeing technology Companies: 400 Revenue: 4 billion € Personnel: 10 000 + Startup boom By courtesy of FIHTA 200 400 600 800 1200 1400 1600 0 1996 1000 Finnish Health & Wellbeing technology trade, 1996-2014 1800 EUR million -98 2000 -02 -04 -06 -08 -10 -12 -14 Export Trading balance Import

Editor's Notes

  • #5: Countries with Biobank: Europe: Austria, Belgium, Bulgaria, Czech Republic, Cyprus, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Iceland, Italy, Ireland, Latvia, Lithuania, Luxembourg, Malta, Netherlands, Norway, Poland, Portugal, Romania, Slovakia, Spain, Sweden, Switzerland, UK Asia: China, India, Japan, Korea, Malesia, Singapore, Taiwan, Thailand Afrikka: Gambia, Uganda, South-Africa, Middle east: Iran, Israel, Jordan, Kuwait, Qatar, UAE Others: Australia, Canada, USA, New Zealand, Russia Latin America: LACTumorbank Network (governmental cancer institutions): Argentina, Brasil, Chile, Columbia, Cuba, Equador, Mexico, Panama, Peru, Uruguay, Venezuela Biopankki on lääketieteellinen kokoelma, joka sisältää DNA:ta, verta tai muita näytteitä ihmisen elimistöstä sekä lisäksi tietoja kunkin näytteenantajan terveydestä ja elintavoista. (Tiede 3/2006: Biopankin kynnyksellä (s.17) Biobanks can be established within academic medical or research institutions, pharmaceutical/biotechnology companies or as stand-alone organizations. Types of Biobanks: Population based biobanks for genetic research and clinical/disease-orientated biobanks that collect biological samples from patients, aiming at discovery and validation of genetic and non-genetic risk factors of diseases. Sources: http://specimencentral.com/biobank-directory/ http://bbmri-eric.eu/memberstates http://www.nature.com/gim/journal/v9/n3/full/gim200726a.html http://www.esbb.org/biobanks.html http://ftp.jrc.es/EURdoc/JRC57831.pdf About Biobanks: https://www.google.fi/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&ved=0ahUKEwiTt_3OnLjJAhUK2SwKHffLDsAQFggfMAA&url=http%3A%2F%2Fwww.springer.com%2Fcda%2Fcontent%2Fdocument%2Fcda_downloaddocument%2F9789401795722-c2.pdf%3FSGWID%3D0-0-45-1493350-p177035425&usg=AFQjCNE0teYnvHY6qgVa4WpreuUbHXtzfA LATINALAINEN AMERIKKA: LACTumorBank Network: governmental cancer institutions: Kolumbia, Kuuba, Mexiko, Peru, Equador, Argentiina, Uruguay, Chile, Panama, Venezuela, Brasilia http://bvsms.saude.gov.br/bvs/publicacoes/inca/Claudio_Gustavo_Stenaff_Latin_America_and_Caribbean.pdf MALTA http://www.um.edu.mt/biobank UUSI-SEELANTI http://ir.canterbury.ac.nz/handle/10092/2594 https://www.fmhs.auckland.ac.nz/en/faculty/cbr/our-centre/biobank.html AFRIKKA: Uganda, Cape Town http://www.b3africa.org
  • #6: Countries with Biobank + Universal Healthcare Europe: Austria, Belgium, Czech Republic, Cyprus, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Iceland, Italy, Ireland, Luxembourg, Netherlands, Norway, Portugal, Romania, Slovakia, Spain, Sweden, Switzerland, UK Asia: Japan, South Korea, Singapore, Taiwan, Thailand Middle east: Israel, Kuwait, UAE Others: Australia, Canada, New Zealand Latin America: LACTumorbank Network (governmental cancer institutions): Argentina, Chile, Cuba, Panama, Venezuela Source: 58 countries with universal health care in 2009, according to Stuckler, et al.[1] Stuckler, David; Feigl, Andrea B.; Basu, Sanjay; McKee, Martin (November 2010). "The political economy of universal health coverage. Background paper for the First Global Symposium on Health Systems Research, 16–19 November 2010, Montreaux, Switzerland" (PDF). Pacific Health Summit. Seattle: National Bureau of Asian Research. p. 16. “Figure 2. Global Prevalence of Universal Health Care in 2009; 58 countries: Andorra, Antigua, Argentina, Armenia, Australia, Austria, Azerbaijan, Bahrain, Belarus, Belgium, Bosnia and Herzegovina, Botswana, Brunei Darussalam, Bulgaria, Canada, Chile, Costa Rica, Croatia, Cuba, Cyprus, Czech Republic, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Iceland, Ireland, Israel, Italy, Japan, Kuwait, Luxembourg, Moldova, Mongolia, Netherlands, New Zealand, Norway, Oman, Panama, Portugal, Romania, Singapore, Slovakia, Slovenia, South Korea, Spain, Sweden, Switzerland, Taiwan, Thailand, Tunisia, UAE, Ukraine, United Kingdom, Venezuela.” Lähde: http://www.theatlantic.com/international/archive/2012/06/heres-a-map-of-the-countries-that-provide-universal-health-care-americas-still-not-on-it/259153/ https://en.wikipedia.org/wiki/Universal_health_care https://en.wikipedia.org/wiki/Universal_health_care#/media/File:Universal_health_care.svg
  • #7: Countries with Biobank + Universal healthcare + National Identification Number Europe: Austria, Belgium, Denmark, Estonia, Finland, France, Iceland, Netherlands, Norway, Sweden, Switzerland, UK Latin America: LACTumorbank Network (governmental cancer institutions): Chile Unique national identification number: selitetään auki missä maissa on vastaavanlaiset henkilötunnukset käytössä, kuin Suomessa + miksi unique: koodaus. Suomalaisen henkilötunnuksen algoritmin kehitti Erkki Pale, joka toimi toisessa maailmansodassa salakieliasiantuntijana. Henkilötunnus mahdollistaa ihmisten seuraamisen, rekisteritietojen yhdistämisen  laajojen tietoaineistojen muodostuminen (mm. Potilastiedot voidaan linkata näytteeseen  digitaalinen fenotyyppaus Eroavaisuus maiden kesken: henkilötunnuksen perusrakenne. vastaava tunnus kuin Suomessa otettiin käyttöön muissakin Pohjoismaissa, vieläpä samoihin aikoihin. Henkilötunnuksen perusrakenne on kaikissa Pohjoismaissa samanlainen, vaikkakin yksityiskohdissa on poikkeavuuksia. Ihmisten numerointi tällä tavoin oli siis suosittu ajatus. Source: https://fi.wikipedia.org/wiki/Henkilötunnus Muualla vastaavanlaista henkilötunnusta käytetään muun muassa Ruotsissa (personnummer), Norjassa (fødselsnummer), Tanskassa (personnummer tai CPR-nummer), Islannissa (kennitala), Virossa (isikukood), Alankomaissa (burgerservicenummer), Belgiassa (rijksregisternummer), Ranskassa (code INSEE), Itävallassa (Sozialversicherungsnummer), Sveitsissä (AHV-Nummer), Liettuassa (asmens kodas) ja Chilessä (Rol Único Nacional tai RUN). Yhdysvalloissa on samankaltainen järjestelmä (social security number, SSN), vaikka sitä ei alun perin luotukaan samanlaiseen tarkoitukseen. SSN:ia ei anneta ihmiselle jo syntymästä, joten on mahdollista elää Yhdysvalloissa ilman sellaista, joskin sen puute vaikeuttaa käytännön asioiden hoitamista. Suomalaisen henkilötunnuksen koodauksen avaus: http://www.tuomas.salste.net/doc/hetu/tunnus.html Taustaa suomalaisesta henkilötunnuksesta: Henkilötunnus on nykyisin kaikilla suomalaisilla. Suomalainen henkilötunnus on 11-merkkinen merkkijono. Se sisältää henkilön syntymäpäivän, yksilönumeron ja tarkistusmerkin. Lisäksi tunnuksesta käy ilmi sukupuoli. Tunnus on tarkoitettu henkilöiden erotteluun tietojärjestelmissä siten, että oikeat tiedot kohdistuvat oikeaan henkilöön. pp = syntymäpäivä (01..31) kk = syntymäkuukausi (01..12) vv = syntymävuosi (00..99) välimerkki ilmoittaa syntymävuosisadan: + = 1800, - = 1900, A = 2000-luku nnn = yksilönumero, naisilla parillinen, miehillä pariton (002..899) t = tarkistusmerkki Henkilötunnus alkaa syntymäpäivällä. Se ilmoitetaan 6-numeroisella luvulla. Syntymäpäivän ja henkilötunnuksen loppuosan välissä on välimerkki. Siitä näkee syntymävuosisadan. Välimerkki on 1800-luvulla syntyneillä plusmerkki (+), 1900-luvulla syntyneillä yhdysmerkki (-) ja 2000-luvulla syntyneillä A-kirjain. Henkilötunnuksen loppuosan kolme ensimmäistä merkkiä ovat yksilönumero. Sen avulla erotellaan toisistaan ihmiset, joilla on sama syntymäpäivä. Yksilönumeron viimeinen numero kertoo sukupuolen. Miehillä numero on pariton, naisilla parillinen. Miehillä henkilötunnuksen loppuosa on siis jokin seuraavista: xx1x, xx3x, xx5x, xx7x tai xx9x. Naisilla loppuosa on vastaavasti xx0x, xx2x, xx4x, xx6x tai xx8x. 4) Henkilötunnuksen viimeinen merkki on tarkistusmerkki. Merkillä varmistetaan, että tunnuksessa olevat numerot ovat oikeat.Tarkistusmerkkin laskukaava: Henkilötunnuksesta otetaan välimerkki pois. Tunnuksen 9 ensimmäistä merkkiä tulkitaan 9-numeroiseksi luvuksi, joka jaetaan luvulla 31. Jakojäännös muutetaan tarkistusmerkiksi henkilötunnuksen tarkistusmerkkitaulukon avulla.
  • #9: Countries with Biobank + Universal healthcare + national identification number + genetically isolated population Eurooppa: Finland, Iceland Source: http://hmg.oxfordjournals.org/content/11/20/2507.full The struggle to identify susceptibility genes for complex disorders has stimulated geneticists to develop new approaches. One approach that has gained considerable interest is to focus on genetically isolated populations rather than on the general population. In general, the statistical power to detect a real association or linkage is limited by the background noise in the population under study. This noise consists of all possible combinations of environmental and genetic factors present in the population. Therefore, in heterogeneous populations, large sample sizes would be needed to obtain sufficient statistical power to detect genetic risk factors. More homogeneous populations such as genetically isolated populations have been proposed as a possible alternative for these large sample sizes, because environmental variation might be lower and the genetic make-up of these populations is expected to be less complex owing to founder effects, thus improving the signal-to-noise ratio. The use of genetically isolated populations is not new; for example, in Finland, there are numerous examples of Mendelian disorders with increased prevalence (29). This has been especially valuable for mapping rare recessive disorders. but many researchers believe this could be a solution for more complex disorders as well because of the relatively uniform genetic background of the population. Some culturally and genetically isolated populations have a more similar way of living, eating habits and natural environment that reduces environmental variation. Often these populations have been founded by a small number of individuals, followed by a period of genetic isolation, during which genetic drift might have been seen and population expansion mainly occurred by population growth and not by immigration. In addition, if genealogical records are available, the kinship coefficient of patients can be determined, which is often higher than in heterogeneous populations. In countries from Scandinavia, for example, state healthcare registries have been maintained over centuries