SwePub
Tyck till om SwePub Sök här!
Sök i LIBRIS databas

  Utökad sökning

onr:"swepub:oai:DiVA.org:kth-330088"
 

Sökning: onr:"swepub:oai:DiVA.org:kth-330088" > Discovery of drug–o...

Discovery of drug–omics associations in type 2 diabetes with generative deep-learning models

Allesøe, Rosa Lundbye (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark; Copenhagen Research Centre for Mental Health, Mental Health Centre Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark
Lundgaard, Agnete Troen (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Hernández Medina, Ricardo (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
visa fler...
Aguayo-Orozco, Alejandro (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Johansen, Joachim (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Nissen, Jakob Nybo (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Brorsson, Caroline (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Mazzoni, Gianluca (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Niu, Lili (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Biel, Jorge Hernansanz (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Brasas, Valentas (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Webel, Henry (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Benros, Michael Eriksen (författare)
Copenhagen Research Centre for Mental Health, Mental Health Centre Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark; Department of Immunology and Microbiology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Pedersen, Anders Gorm (författare)
Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Chmura, Piotr Jaroslaw (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Jacobsen, Ulrik Plesner (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Mari, Andrea (författare)
C.N.R. Institute of Neuroscience, Padova, Italy
Koivula, Robert (författare)
Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
Mahajan, Anubha (författare)
Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
Vinuela, Ana (författare)
Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland; Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle, UK
Tajes, Juan Fernandez (författare)
Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
Sharma, Sapna (författare)
Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Bavaria, Germany, Bavaria; Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Bavaria, Germany, Bavaria; Chair of Food Chemistry and Molecular and Sensory Science, Technical University of Munich, Freising, Germany
Haid, Mark (författare)
Metabolomics and Proteomics Core, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
Hong, Mun-Gwan (författare)
KTH,Science for Life Laboratory, SciLifeLab,Proteinvetenskap
Musholt, Petra B. (författare)
Research and Development Global Development, Translational Medicine and Clinical Pharmacology, Sanofi-Aventis Deutschland, Frankfurt, Germany
De Masi, Federico (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Vogt, Josef (författare)
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Pedersen, Helle Krogh (författare)
Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark; Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Gudmundsdottir, Valborg (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Jones, Angus (författare)
University of Exeter Medical School, Exeter, UK
Kennedy, Gwen (författare)
The Immunoassay Biomarker Core Laboratory, School of Medicine, University of Dundee, Dundee, UK
Bell, Jimmy (författare)
Research Centre for Optimal Health, Department of Life Sciences, University of Westminster, London, UK
Thomas, E. Louise (författare)
Research Centre for Optimal Health, Department of Life Sciences, University of Westminster, London, UK
Frost, Gary (författare)
Section for Nutrition Research, Faculty of Medicine, Imperial College London, London, UK
Thomsen, Henrik (författare)
Department of Radiology, Copenhagen University Hospital Herlev-Gentofte, Herlev, Denmark
Hansen, Elizaveta (författare)
Department of Radiology, Copenhagen University Hospital Herlev-Gentofte, Herlev, Denmark
Hansen, Tue Haldor (författare)
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Vestergaard, Henrik (författare)
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Ridderstråle, M. (författare)
Lund University,Lunds universitet,Genomik, diabetes och endokrinologi,Forskargrupper vid Lunds universitet,Genomics, Diabetes and Endocrinology,Lund University Research Groups
Blom, Marieke T. (författare)
Department of General Practice, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
‘t Hart, Leen M. (författare)
Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Department of Biomedical Data Science, Section Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands; Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, the Netherlands
Pattou, Francois (författare)
Inserm, Univ Lille, CHU Lille, Lille Pasteur Institute, EGID, Lille, France
Raverdy, Violeta (författare)
Inserm, Univ Lille, CHU Lille, Lille Pasteur Institute, EGID, Lille, France
Brage, Soren (författare)
MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, UK
Kokkola, Tarja (författare)
Department of Medicine, University of Eastern Finland, Kuopio, Finland
Heggie, Alison (författare)
Institute of Cellular Medicine, Newcastle University, Newcastle, UK
McEvoy, Donna (författare)
Diabetes Research Network, Royal Victoria Infirmary, Newcastle, UK
Klintenberg, M. (författare)
Lund University,Lunds universitet,Genomik, diabetes och endokrinologi,Forskargrupper vid Lunds universitet,Genomics, Diabetes and Endocrinology,Lund University Research Groups
Kaye, Jane (författare)
Centre for Health, Law and Emerging Technologies (HeLEX), Faculty of Law, University of Oxford, Oxford, UK
Hattersley, Andrew (författare)
University of Exeter Medical School, Exeter, UK
McDonald, Timothy (författare)
University of Exeter Medical School, Exeter, UK
Ridderstråle, Martin (författare)
Lund University Diabetes Centre, Department of Clinical Sciences, Lund University, Malmö, Sweden
Walker, Mark (författare)
Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle, UK
Forgie, Ian (författare)
Division of Population Health & Genomics, School of Medicine, University of Dundee, Dundee, UK
Giordano, G.N. (författare)
Lund University,Lunds universitet,Genetisk och molekylär epidemiologi,Forskargrupper vid Lunds universitet,Genetic and Molecular Epidemiology,Lund University Research Groups
Pavo, Imre (författare)
Eli Lilly Regional Operations, Vienna, Austria
Ruetten, Hartmut (författare)
Research and Development Global Development, Translational Medicine and Clinical Pharmacology, Sanofi-Aventis Deutschland, Frankfurt, Germany
Pedersen, Oluf (författare)
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Hansen, Torben (författare)
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Dermitzakis, Emmanouil (författare)
Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland
Franks, P.W. (författare)
Lund University,Lunds universitet,Genetisk och molekylär epidemiologi,Forskargrupper vid Lunds universitet,Genetic and Molecular Epidemiology,Lund University Research Groups
Schwenk, Jochen M. (författare)
KTH,Science for Life Laboratory, SciLifeLab,Affinitets-proteomik
Adamski, Jerzy (författare)
Institute of Experimental Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany; Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore; Institute of Biochemistry, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
McCarthy, Mark I. (författare)
Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK; Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK; Genentech, South San Francisco, CA, USA
Pearson, Ewan (författare)
Division of Population Health & Genomics, School of Medicine, University of Dundee, Dundee, UK
Banasik, Karina (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Rasmussen, Simon (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
Brunak, Søren (författare)
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Froguel, Philippe (författare)
Inserm, Univ Lille, CHU Lille, Lille Pasteur Institute, EGID, Lille, France; Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
Thomas, Cecilia Engel (författare)
KTH,Affinitets-proteomik,Science for Life Laboratory, SciLifeLab,Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Häussler, Ragna S. (författare)
KTH,Affinitets-proteomik,Science for Life Laboratory, SciLifeLab
Beulens, Joline (författare)
Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
Rutters, Femke (författare)
Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
Nijpels, Giel (författare)
Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
van Oort, Sabine (författare)
Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
Groeneveld, Lenka (författare)
Department of Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
Elders, Petra (författare)
Department of General Practice, Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
Giorgino, Toni (författare)
Biophysics Institute (IBF-CNR), National Research Council of Italy, Milan, Italy; Department of Biosciences, University of Milan, Milan, Italy
Rodriquez, Marianne (författare)
Biotech & Biomarkers Research Department, Institut de Recherches Internationales Servier, Croissy sur Seine, France
Nice, Rachel (författare)
Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
Perry, Mandy (författare)
Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
Bianzano, Susanna (författare)
Boehringer Ingelheim International, Therapeutic Area CardioMetabolism and Respiratory Medicine, Ingelheim am Rhein, Germany
Graefe-Mody, Ulrike (författare)
Boehringer Ingelheim International, Therapeutic Area CNS, Retinopathies and Emerging Areas, Ingelheim am Rhein, Germany
Hennige, Anita (författare)
Boehringer Ingelheim International, Medicine Cardiometabolism and Respiratory, Biberach an der Riss, Germany
Grempler, Rolf (författare)
Boehringer Ingelheim International, Translational Medicine & Clinical Pharmacology, Biberach an der Riss, Germany
Baum, Patrick (författare)
Boehringer Ingelheim International, Translational Medicine & Clinical Pharmacology, Biberach an der Riss, Germany
Stærfeldt, Hans Henrik (författare)
Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
Shah, Nisha (författare)
Centre for Health, Law and Emerging Technologies (HeLEX), Faculty of Law, University of Oxford, Oxford, UK
Teare, Harriet (författare)
Centre for Health, Law and Emerging Technologies (HeLEX), Faculty of Law, University of Oxford, Oxford, UK
Ehrhardt, Beate (författare)
Centre for Mathematics and Algorithms for Data, University of Bath, Bath, UK
Tillner, Joachim (författare)
Clinical Operations, Sanofi-Aventis Deutschland, Frankfurt, Germany
Dings, Christiane (författare)
Clinical Pharmacy, Saarland University, Saarbrücken, Germany
Lehr, Thorsten (författare)
Clinical Pharmacy, Saarland University, Saarbrücken, Germany
Scherer, Nina (författare)
Clinical Pharmacy, Saarland University, Saarbrücken, Germany
Sihinevich, Iryna (författare)
Clinical Pharmacy, Saarland University, Saarbrücken, Germany
Cabrelli, Louise (författare)
Clinical Research Centre, Ninewells Hospital and Medical School, University of Dundee, Dundee, Scotland, UK, Scotland
Loftus, Heather (författare)
Clinical Research Centre, Ninewells Hospital and Medical School, University of Dundee, Dundee, Scotland, UK, Scotland
Bizzotto, Roberto (författare)
C.N.R. Institute of Neuroscience, Padova, Italy
Tura, Andrea (författare)
C.N.R. Institute of Neuroscience, Padova, Italy
Dekkers, Koen (författare)
Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, the Netherlands
Groop, L. (författare)
Lund University,Lunds universitet,Genomik, diabetes och endokrinologi,Forskargrupper vid Lunds universitet,Genomics, Diabetes and Endocrinology,Lund University Research Groups
Pasdar, N.A. (författare)
Fitipaldi, H. (författare)
Lund University,Lunds universitet,Genetisk och molekylär epidemiologi,Forskargrupper vid Lunds universitet,Genetic and Molecular Epidemiology,Lund University Research Groups
Kurbasic, A. (författare)
Lund University,Lunds universitet,Genetisk och molekylär epidemiologi,Forskargrupper vid Lunds universitet,Genetic and Molecular Epidemiology,Lund University Research Groups
Mutie, P. (författare)
Lund University,Lunds universitet,Genetisk och molekylär epidemiologi,Forskargrupper vid Lunds universitet,Genetic and Molecular Epidemiology,Lund University Research Groups
Pomares-Millan, H. (författare)
Lund University,Lunds universitet,Genetisk och molekylär epidemiologi,Forskargrupper vid Lunds universitet,Genetic and Molecular Epidemiology,Lund University Research Groups
Abdalla, M. (författare)
University of Oxford
visa färre...
 (creator_code:org_t)
2023-01-02
2023
Engelska.
Ingår i: Nature Biotechnology. - : Springer Nature. - 1087-0156 .- 1546-1696. ; 41:3, s. 399-408
  • Tidskriftsartikel (refereegranskat)
Abstract Ämnesord
Stäng  
  • The application of multiple omics technologies in biomedical cohorts has the potential to reveal patient-level disease characteristics and individualized response to treatment. However, the scale and heterogeneous nature of multi-modal data makes integration and inference a non-trivial task. We developed a deep-learning-based framework, multi-omics variational autoencoders (MOVE), to integrate such data and applied it to a cohort of 789 people with newly diagnosed type 2 diabetes with deep multi-omics phenotyping from the DIRECT consortium. Using in silico perturbations, we identified drug–omics associations across the multi-modal datasets for the 20 most prevalent drugs given to people with type 2 diabetes with substantially higher sensitivity than univariate statistical tests. From these, we among others, identified novel associations between metformin and the gut microbiota as well as opposite molecular responses for the two statins, simvastatin and atorvastatin. We used the associations to quantify drug–drug similarities, assess the degree of polypharmacy and conclude that drug effects are distributed across the multi-omics modalities.

Ämnesord

NATURVETENSKAP  -- Biologi -- Bioinformatik och systembiologi (hsv//swe)
NATURAL SCIENCES  -- Biological Sciences -- Bioinformatics and Systems Biology (hsv//eng)
MEDICIN OCH HÄLSOVETENSKAP  -- Klinisk medicin -- Endokrinologi och diabetes (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Clinical Medicine -- Endocrinology and Diabetes (hsv//eng)

Nyckelord

Deep learning
Learning systems
Patient treatment
'omics'
Auto encoders
In-silico
Learning models
Multi-modal data
Multi-modal dataset
Non-trivial tasks
Omics technologies
Phenotyping
Type-2 diabetes
Modal analysis

Publikations- och innehållstyp

ref (ämneskategori)
art (ämneskategori)

Hitta via bibliotek

Till lärosätets databas

Hitta mer i SwePub

Av författaren/redakt...
Allesøe, Rosa Lu ...
Lundgaard, Agnet ...
Hernández Medina ...
Aguayo-Orozco, A ...
Johansen, Joachi ...
Nissen, Jakob Ny ...
visa fler...
Brorsson, Caroli ...
Mazzoni, Gianluc ...
Niu, Lili
Biel, Jorge Hern ...
Brasas, Valentas
Webel, Henry
Benros, Michael ...
Pedersen, Anders ...
Chmura, Piotr Ja ...
Jacobsen, Ulrik ...
Mari, Andrea
Koivula, Robert
Mahajan, Anubha
Vinuela, Ana
Tajes, Juan Fern ...
Sharma, Sapna
Haid, Mark
Hong, Mun-Gwan
Musholt, Petra B ...
De Masi, Federic ...
Vogt, Josef
Pedersen, Helle ...
Gudmundsdottir, ...
Jones, Angus
Kennedy, Gwen
Bell, Jimmy
Thomas, E. Louis ...
Frost, Gary
Thomsen, Henrik
Hansen, Elizavet ...
Hansen, Tue Hald ...
Vestergaard, Hen ...
Ridderstråle, M.
Blom, Marieke T.
‘t Hart, Leen M.
Pattou, Francois
Raverdy, Violeta
Brage, Soren
Kokkola, Tarja
Heggie, Alison
McEvoy, Donna
Klintenberg, M.
Kaye, Jane
Hattersley, Andr ...
McDonald, Timoth ...
Ridderstråle, Ma ...
Walker, Mark
Forgie, Ian
Giordano, G.N.
Pavo, Imre
Ruetten, Hartmut
Pedersen, Oluf
Hansen, Torben
Dermitzakis, Emm ...
Franks, P.W.
Schwenk, Jochen ...
Adamski, Jerzy
McCarthy, Mark I ...
Pearson, Ewan
Banasik, Karina
Rasmussen, Simon
Brunak, Søren
Froguel, Philipp ...
Thomas, Cecilia ...
Häussler, Ragna ...
Beulens, Joline
Rutters, Femke
Nijpels, Giel
van Oort, Sabine
Groeneveld, Lenk ...
Elders, Petra
Giorgino, Toni
Rodriquez, Maria ...
Nice, Rachel
Perry, Mandy
Bianzano, Susann ...
Graefe-Mody, Ulr ...
Hennige, Anita
Grempler, Rolf
Baum, Patrick
Stærfeldt, Hans ...
Shah, Nisha
Teare, Harriet
Ehrhardt, Beate
Tillner, Joachim
Dings, Christian ...
Lehr, Thorsten
Scherer, Nina
Sihinevich, Iryn ...
Cabrelli, Louise
Loftus, Heather
Bizzotto, Robert ...
Tura, Andrea
Dekkers, Koen
Groop, L.
Pasdar, N.A.
Fitipaldi, H.
Kurbasic, A.
Mutie, P.
Pomares-Millan, ...
Abdalla, M.
visa färre...
Om ämnet
NATURVETENSKAP
NATURVETENSKAP
och Biologi
och Bioinformatik oc ...
MEDICIN OCH HÄLSOVETENSKAP
MEDICIN OCH HÄLS ...
och Klinisk medicin
och Endokrinologi oc ...
Artiklar i publikationen
Nature Biotechno ...
Av lärosätet
Kungliga Tekniska Högskolan
Lunds universitet

Sök utanför SwePub

Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.

 
pil uppåt Stäng

Kopiera och spara länken för att återkomma till aktuell vy