Register data

Most of the phenotype data in FinnGen comes from the national health registers covering the entire lifespan of the study subjects. This covers data from more than 10 registers, including information on hospital and outpatient care and registers for specific diseases.

Like the other Nordic countries, Finland has kept comprehensive health registers for decades, and this allows capturing the usage of health care services for all residents over their entire lifetime. This register data can be applied for research purposes based on the Act on Secondary Use of Health and Social Data.

Finnish national registries have complete population-wide coverage: all citizens are included in these registries. All Finns have a unique personal ID number, which allows combining individual-level data from various data sources reliably and enables longitudinal data collection. 

National registries contain core clinical information, such as ICD-10 codes, drug prescription data and causes of death. The national registries most commonly used for health research include the Care Register for Health Care (Finnish Institute for Health and Welfare), the Drug Reimbursement Register (Social Insurance Institution), the Social Benefits Register (Social Insurance Institution), and the Cause of Death Register (Statistics Finland). Findata is the Finnish data permit authority for the social and health care sector.

Register data in FinnGen

Register data in FinnGen include hospital, special outpatient and primary care registers, the Cancer Register, drug purchase and reimbursement registers, the Population Register and Statistics Finland. These registers capture health care data nationwide across the life course of individuals. One of the strengths is that the data is in structured format utilising, for example, ICD and ATC codes. 

The study applies for permissions to utilise the register data for research purposes from the following national registers:

  • Statistics Finland
  • Finnish Cancer Registry and Mass Screening Registry
  • Register of Primary Health Care Visits (Avohilmo)
  • Care Register for Health Care
  • Kela
  • Digital and Population Data Services Agency
  • Finnish Register of Visual Impairment
  • Care Register for Social Welfare
  • Finnish Registry for Kidney Diseases
  • Finnish National Infectious Diseases Register
  • Medical Birth Register
  • Finnish National Vaccination Register
  • Register of Congenital Malformations

More details about the health registers linked to FinnGen study subjects:

DataNumber of study subjectsNumber of entries in the registerRegisterRegister start year or time period available
Drug purchases518 410146 021 802Social Insurance Institution of Finland (KELA: Medicinal products database)1995
Birthplace and emigration status518 853518 853​Population Register (DVV)​1964
Number of offspring 518 853518 853​Population Register (DVV)​1964
Primary care specialist outpatient visits (ICD-codes)509 57347 261 297Care Register for Health Care (Hilmo)1998
Occupation510 0697 407 920Statistics Finland 1970
In patient visits (ICD-codes)491 3488 531 700Care Register for Health Care (Hilmo)1969
Primary health care visits (ICD-codes)489 89522 957 358​Primary Health Care outpatient visits (Avohilmo)​2011
Primary health care visit by nurse (ICPC2)487 04638 099 477​Primary Health Care outpatient visits (Avohilmo)​2011
Primary care specialist outpatient operations (Nomesco)481 73716 509 445Care Register for Health Care (Hilmo)NA
Vaccination data471 9924 526 255​Finnish National Vaccination Register 2011
Educational level403 031
 
7 407 920Statistics Finland1970
In patient operations (Nomesco codes)400 3755 318 381Care Register for Health Care (Hilmo)1986
Drug reimbursements310 141908 188Social Insurance Institution of Finland (KELA: reimbursements for medicine expenses)1964
Kidney disease data277534363​Finnish Registry for Kidney Diseases​1964
Cervical cancer screenings260 0931 088 608The Mass Screening Registry (cervical cancer screening)1991
Data related to births224 940 mothers; 96 469 children 509 948 mothers; 96 469 children ​Medical Birth Register 1987
Breast cancer screenings181 5051 172 703The Mass Screening Registry (breast cancer screening)1992
Cancer diagnosis (ICD-O-3)128 526163 430Finnish Cancer Registry and Mass Screening Registry1953
Infections disease data81 241 82 153 ​Finnish National Infectious Disease Register 1989
Causes of death (ICD-codes)78 301181 102Statistics Finland 1969
Congenital malformation data10 195 mothers, 2515 children12 861 mothers, 6119 children​Register of Congenital Malformations1980
Covid-19 vaccinations10 27310 447​Finnish National Vaccination Register 2011
Visual impairment data37074454​Finnish Register of Visual Impairment 1983