A federated FAIR platform enabling large-scale analysis of high-value cohort data connecting Europe and Canada in personalized health

Risultati finali

Streamlined mechanism for distributing functions to the data access nodes to support bioinformatics toolbox in use

Mechanisms will be developed to ease the development and reduce the cost of deployment of new analysis algorithms into the data access nodes This will reduce the time taken for data access node operators in the cohorts to spend time on maintenance of algorithms available at their node

Scientific output

The results of T6.2 will be described in at least 10 scientific papers (top 25% journals)

List of stakeholders using EUCAN-Connect M24

Yearly update of the lists of partners and participants of WP61WP63 as engaged

Guidelines for data harmonization

Methodological harmonization guidelines to be used to support data harmonization process

Governance context appraisal

Account of the existing regulatory context challenges and issues including for the governance of the DataSHIELD infrastructure and stakeholder expectations of data sharing and data governance

Community can add tools to the toolbox

This deliverable is the successful creation and incorporation of community developed tools and apps to support analysis or to facilitate successful interaction with governance systems and stipulations Task 510 This work will be undertaken with WP7 and its experts in coproduction of tools and apps

List of stakeholders using EUCAN-Connect M36

Yearly update of the lists of partners and participants of WP61WP63 as engaged

Communication about results

Conference workshops on the scientific potential of EUCANConnect analyses for the outcomes

Report on latest release of data access system and deployment in the cohorts

This report will detail the latest release of the data access system and provide a description of the resulting deployment in the cohorts including progress on the KPIs

List of stakeholders using EUCAN-Connect M48

Yearly update of the lists of partners and participants of WP61WP63 as engaged

Sustainability plan for EUCAN-Connect

Sustainability plan V10 of the developed infrastructure coordinated by BBMRIERIC

System for data deposition and federated access deployed

First deployment of the software to facilitate federated data access and analysis is ready in cohorts required for specific analytic needs of EUCANConnect including suitable SOPs monitoring options and training materials

List of stakeholders using EUCAN-Connect M12

Yearly update of the lists of partners and participants of WP6.1-WP6.3 as engaged.

Federated cohort metadata catalogue

Catalogue of cohorts, their data item semantic annotations, and cross-cohort mapping to harmonize these data.

Training material datashield users

Complete extension and customisation of DataSHIELD, Opal, and MOLGENIS for the specific analytic needs of EUCAN-Connect. Task T5.6 completed in all respects. N.B. In contrast to M5.2, D5.2 includes completion of the development work to enable analysis of high throughput omics data in DataSHIELD. Tasks T5.7, T5.8, and T5.9 completed.

Update core set of variables

Core information harmonized to be used to answer research questions addressed.

Core set of harmonized variables

Core information harmonized to be used to answer research questions addressed.

Bioinformatics support & training in place

Effective programs and systems for help, advice, support, and training relating to the Bioinformatics Toolbox, DataSHIELD, Opal, and MOLGENIS have been successfully developed and implemented. The key issue here is that programs and systems developed under Task 5.11 have been shown to work well within EUCAN-Connect and can now be rolled out externally.

Cohort metadata model

Data model for cohort metadata/data items and their mapping/curations (publishable)

Catalogue training material

training material for the catalogue

Bioinformatics Toolbox catalogue online

Catalogue of tools and methods for federated andor privacy protected analysis of cohort studies and biobanks is complete from the perspective of the needs of EUCANConnect and made publicly available on the external web T52T55

DataSHIELD open data API

Framework that enables software providers to extend their software to interface with the DataSHIELD network. These capabilities will be demonstrated by implementing the API with MOLGENIS and investigating the feasibility of connecting other scientific data software.

Practical translation

At least two digital tools (software applications) that can be applied for risk estimations will be developed

Report indicating what would be required to take the bioinformatics toolbox beyond EUCAN-Connect

Task 5.12 addresses the tailoring of DataSHIELD’s functionality for analysing vertically partitioned data (where different sources hold different data on the same observational units) to enable a fully efficient Genomewide Complex Trait Analysis to be undertaken without data having to be transferred between the studies generating the data. Task 5.13 addresses an exploration of the potential to provide toolbox users with an option to use a simplified subset of analysis commands via a web-based graphical interface that can directly address a number of the tools in the toolbox.

Pubblicazioni

DNA methylation and lipid metabolism : an EWAS of 226 metabolic measures

Autori: Gomez-Alonso, Monica del C.; Kretschmer, Anja; Wilson, Rory; Pfeiffer, Liliane; Karhunen, Ville; Seppala, Ilkka; Zhang, Weihua; Mittelstrass, Kirstin; Wahl, Simone; Matias-Garcia, Pamela R.; Prokisch, Holger; Horn, Sacha; Meitinger, Thomas; Serrano-Garcia, Luis R.; Sebert, Sylvain; Raitakari, Olli; Loh, Marie; Rathmann, Wolfgang; Mueller-Nurasyid, Martina; Herder, Christian; Roden, Michael; Hurme,
Pubblicato in: Clinical Epigenetics, 2021, ISSN 1868-7075
Editore: Springer Verlag
DOI: 10.1186/s13148-020-00957-8

In utero exposure to bisphenols and asthma, wheeze, and lung function in school-age children: a prospective meta-analysis of 8 European birth cohorts.

Autori: Abellan A, Mensink-Bout SM, Garcia-Esteban R, Beneito A, Chatzi L, Duarte-Salles T, Fernandez MF, Garcia-Aymerich J, Granum B, Iñiguez C, Jaddoe VWV, Kannan K, Lertxundi A, Lopez-Espinosa MJ, Philippat C, Sakhi AK, Santos S, Siroux V, Sunyer J, Trasande L, Vafeiadi M, Vela-Soria F, Yang TC, Zabaleta C, Vrijheid M, Duijts L, Casas M.
Pubblicato in: Environment International, 2022, ISSN 1873-6750
Editore: Elsevier
DOI: 10.1016/j.envint.2022.107178

Maternal educational attainment in pregnancy and epigenome-wide DNA methylation changes in the offspring from birth until adolescence.

Autori: Choudhary P, Monasso GS, Karhunen V, Ronkainen J, Mancano G, Howe CG, Niu Z, Zeng X, Guan W, Dou J, Feinberg JI, Mordaunt C, Pesce G, Baïz N, Alfano R, Martens DS, Wang C, Isaevska E, Keikkala E, Mustaniemi S, Thio CHL, Fraszczyk E, Tobi EW, Starling AP, Cosin-Tomas M, Urquiza J, Röder S, Hoang TT, Page C, Jima DD, House JS, Maguire RL, Ott R, Pawlow X, Sirignano L, Zillich L, Malmberg A, Rausch
Pubblicato in: Mol Psychiatry., 2023, ISSN 1359-4184
Editore: Nature Publishing Group
DOI: 10.1038/s41380-023-02331-5

Cardio-metabolic risk factors during childhood in relation to lung function and asthma

Autori: Mensink-Bout SM, Santos S, de Jongste JC, Jaddoe VWV, Duijts L.
Pubblicato in: Pediatric Allergy and Immunology, 2021, ISSN 1399-3038
Editore: Wiley
DOI: 10.1111/pai.13509

Beyond trust: Amplifying unheard voices on concerns about harm resulting from health data-sharing

Autori: Mulrine S, Blell M, Murtagh M
Pubblicato in: Medicine Access@ Point of Care, 2021, ISSN 2399-2026
Editore: Journal of Medicine Access
DOI: 10.1177/23992026211048421

Early exposure to social disadvantages and later life body mass index beyond genetic predisposition in three generations of Finnish birth cohorts

Autori: Estelle Lowry, Nina Rautio, Niko Wasenius, Tom A. Bond, Jari Lahti, Ioanna Tzoulaki, Abbas Dehghan, Anni Heiskala, Leena Ala-Mursula, Jouko Miettunen, Johan Eriksson, Marjo-Riitta Järvelin, Sylvain Sebert
Pubblicato in: BMC Public Health, Numero 20/1, 2020, ISSN 1471-2458
Editore: BioMed Central
DOI: 10.1186/s12889-020-08763-w

Maternal Mediterranean diet in pregnancy and newborn DNA methylation: a meta-analysis in the PACE Consortium

Autori: Küpers LK, Fernández-Barrés S, Nounu A, Friedman C, Fore R, Mancano G, Dabelea D, Rifas-Shiman SL, Mulder RH, Oken E, Johnson L, Bustamante M, Jaddoe VWV, Hivert MF, Starling AP, de Vries JHM, Sharp GC, Vrijheid M, Felix JF
Pubblicato in: Epigenetics, 2022, ISSN 1559-2294
Editore: Landes Bioscience
DOI: 10.1080/15592294.2022.2038412

Maternal Glycemic Dysregulation During Pregnancy and Neonatal Blood DNA Methylation: Meta-analyses of Epigenome-Wide Association Studies

Autori: Tobi EW, Juvinao-Quintero DL, Ronkainen J, Ott R, Alfano R, Canouil M, Geurtsen ML, Khamis A, Küpers LK, Lim IY, Perron P, Pesce G, Tuhkanen J, Starling AP, Andrew T, Binder E, Caiazzo R, Chan JKY, Gaillard R, Gluckman PD, Keikkala E, Karnani N, Mustaniemi S, Nawrot TS, Pattou F, Plusquin M, Raverdy V, Tan KH, Tzala E, Raikkonen K, Winkler C, Ziegler AG, Annesi-Maesano I, Bouchard L, Chong YS, Da
Pubblicato in: Diabetes Care, 2022, ISSN 0149-5992
Editore: American Diabetes Association
DOI: 10.2337/dc21-1701

dsSurvival: Privacy preserving survival models for federated individual patient meta-analysis in DataSHIELD

Autori: Soumya Banerjee, Ghislain N. Sofack, Thodoris Papakonstantinou, Demetris Avraam, Paul Burton, Daniela Zöller, Tom R.P. Bishop
Pubblicato in: BMC Research Notes, 2022, ISSN 1756-0500
Editore: BioMed Central
DOI: 10.1186/s13104-022-06085-1

Gestational age at birth and body size from infancy through adolescence: an individual participant data meta-analysis on 253,810 singletons in 16 birth cohort studies

Autori: Johan L. Vinther MSc1*; Tim Cadman PhD2; Demetris Avraam PhD3; Claus T. Ekstrøm PhD4; Thorkild I.A. Sørensen MD.dr.med.sci1,5; Ahmed Elhakeem PhD2; Ana C. Santos PhD6,7; Angela Pinot de Moira PhD1; Barbara Heude PhD8; Carmen Iñiguez PhD9,10,11; Costanza Pizzi PhD12; Elinor Simons MD.PhD13,14; Ellis Voerman PhD 15,16; Eva Corpeleijn PhD17; Faryal Zariouh MSc18; Gilian Santorelli MSc19; Hazel M.
Pubblicato in: PLOS Medicine, 2023, ISSN 1549-1277
Editore: Public Library of Science
DOI: 10.1371/journal.pmed.1004036

LongITools: Dynamic longitudinal exposome trajectories in cardiovascular and metabolic noncommunicable diseases.

Autori: Ronkainen J, Nedelec R, Atehortua A, Balkhiyarova Z, Cascarano A, Ngoc Dang V, Elhakeem A, van Enckevort E, Goncalves Soares A, Haakma S, Halonen M, Heil KF, Heiskala A, Hyde E, Jacquemin B, Keikkala E, Kerckhoffs J, Klåvus A, Kopinska JA, Lepeule J, Marazzi F, Motoc I, Näätänen M, Ribbenstedt A, Rundblad A, Savolainen O, Simonetti V, de Toro Eadie N, Tzala E, Ulrich A, Wright T, Zarei I, d'Am
Pubblicato in: Environmental Epidemiology, 2021, ISSN 2474-7882
Editore: Wolters Kluwer
DOI: 10.1097/ee9.0000000000000184

The EU Child Cohort Network's core data: establishing a set of findable, accessible, interoperable and re-usable (FAIR) variables

Autori: Pinot de Moira A, Haakma S, Strandberg-Larsen K, van Enckevort E, Kooijman M, Cadman T, Cardol M, Corpeleijn E, Crozier S, Duijts L, Elhakeem A, Eriksson JG, Felix JF, Fernández-Barrés S, Foong RE, Forhan A, Grote V, Guerlich K, Heude B, Huang RC, Järvelin MR, Jørgensen AC, Mikkola TM, Nader JLT, Pedersen M, Popovic M, Rautio N, Richiardi L, Ronkainen J, Roumeliotaki T, Salika T, Sebert S, Vin
Pubblicato in: European Journal of Epidemiology, 2021, ISSN 0393-2990
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10654-021-00733-9

Eczema phenotypes and risk of allergic and respiratory conditions in school age children

Autori: Chen Hu, Tamar Nijsten, Evelien R. van Meel, Nicole S. Erler, Christophe Piketty, Nicolette W. de Jong, Suzanne G. M. A. Pasmans, Johan C. de Jongste & Liesbeth Duijts
Pubblicato in: Clinical and Translational Allergy, Numero 10, 2020, Pagina/e 7, ISSN 2045-7022
Editore: Clin Transl Allergy
DOI: 10.1186/s13601-020-0310-7

Association between nasal and nasopharyngeal bacterial colonization in early life and eczema phenotypes

Autori: Hu C, Duijts L, van Meel ER, Looman KIM, Kiefte-de Jong JC, Pardo LM, Hijnen D, Pasmans SGMA, de Jongste JC, Moll HA, Nijsten T
Pubblicato in: Clinical and Experimental Allergy, 2021, ISSN 0954-7894
Editore: Blackwell Publishing Inc.
DOI: 10.1111/cea.13869

Orchestrating privacy-protected big data analyses of data from different resources with R and DataSHIELD

Autori: Yannick Marcon, Tom Bishop, Demetris Avraam, Xavier Escriba-Montagut, Patricia Ryser-Welch, Stuart Wheater, Paul Burton, Juan R. González
Pubblicato in: PLOS Computational Biology, 2021, ISSN 1553-734X
Editore: Public Library of Science
DOI: 10.1371/journal.pcbi.1008880

Effect of Sex and Underlying Disease on the Genetic Association of QT Interval and Sudden Cardiac Death

Autori: Rebecca N. Mitchell, Foram N. Ashar, Marjo‐Riitta Jarvelin, Philippe Froguel, Nona Sotoodehnia, Jennifer A. Brody, Sylvain Sebert, Heikki Huikuri, John Rioux, Philippe Goyette, Charles E. Newcomb, M. Juhani Junttila, Dan E. Arking
Pubblicato in: Journal of the American Heart Association, Numero 8/23, 2019, ISSN 2047-9980
Editore: Wiley-Blackwell
DOI: 10.1161/jaha.119.013751

Could vitamin D reduce obesity-associated inflammation? Observational and Mendelian randomization study

Autori: Saranya Palaniswamy, Dipender Gill, N Maneka De Silva, Estelle Lowry, Jari Jokelainen, Toni Karhu, Shivaprakash J Mutt, Abbas Dehghan, Eeva Sliz, Daniel I Chasman, Markku Timonen, Heimo Viinamäki, Sirkka Keinänen-Kiukaanniemi, Elina Hyppönen, Karl-Heinz Herzig, Sylvain Sebert, Marjo-Riitta Järvelin
Pubblicato in: The American Journal of Clinical Nutrition, Numero 111/5, 2020, Pagina/e 1036-1047, ISSN 0002-9165
Editore: American Society for Clinical Nutrition, Inc.
DOI: 10.1093/ajcn/nqaa056

Influence of maternal vomiting during early pregnancy on school-age respiratory health.

Autori: Poeran-Bahadoer SD, van Meel ER, Gaillard R, Jaddoe VWV, Duijts L.
Pubblicato in: Pediatric Pulmonology, 2022, ISSN 8755-6863
Editore: John Wiley & Sons Inc.
DOI: 10.1002/ppul.25747

Maternal hemoglobin and iron status in early pregnancy and risk of respiratory tract infections in childhood: A population-based prospective cohort study.

Autori: Quezada-Pinedo HG, van Meel ER, Reiss IK, Jaddoe V, Vermeulen MJ, Duijts L.
Pubblicato in: Pediatr Allergy Immunol., 2023, ISSN 0905-6157
Editore: Blackwell Publishing Inc.
DOI: 10.1111/pai.14025

Associations of Plasma Fatty Acid Patterns during Pregnancy with Respiratory and Allergy Outcomes at School Age

Autori: Mensink-Bout SM, Voortman T, Dervishaj M, Reiss IKM, De Jongste JC, Jaddoe VWV, Duijts L
Pubblicato in: Nutrients, 2020, ISSN 2072-6643
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/nu12103057

Effect of common pregnancy and perinatal complications on offspring metabolic traits across the life course: a multi-cohort study.

Autori: Elhakeem A, Ronkainen J, Mansell T, Lange K, Mikkola TM, Mishra BH, Wahab RJ, Cadman T, Yang T, Burgner D, Eriksson JG, Järvelin MR, Gaillard R, Jaddoe VWV, Lehtimäki T, Raitakari OT, Saffery R, Wake M, Wright J, Sebert S, Lawlor DA.
Pubblicato in: BMC Medicine, 2023, ISSN 1741-7015
Editore: BioMed Central
DOI: 10.1186/s12916-022-02711-8

Early-life respiratory tract infections and the risk of school-age lower lung function and asthma: a meta-analysis of 150 000 European children.

Autori: van Meel ER, Mensink-Bout SM, den Dekker HT, Ahluwalia TS, Annesi-Maesano I, Arshad SH, Baïz N, Barros H, von Berg A, Bisgaard H, Bønnelykke K, Carlsson CJ, Casas M, Chatzi L, Chevrier C, Dalmeijer G, Dezateux C, Duchen K, Eggesbø M, van der Ent C, Fantini M, Flexeder C, Frey U, Forastiere F, Gehring U, Gori D, Granell R, Griffiths LJ, Inskip H, Jerzynska J, Karvonen AM, Keil T, Kelleher C, Kog
Pubblicato in: European Respiratory Journal, 2022, ISSN 0903-1936
Editore: European Respiratory Society
DOI: 10.1183/13993003.02395-2021

Epigenome-wide meta-analysis of prenatal maternal stressful life events and newborn DNA methylation

Autori: Kotsakis Ruehlmann A, Sammallahti S, Cortés Hidalgo AP, Bakulski KM, Binder EB, Campbell ML, Caramaschi D, Cecil CAM, Colicino E, Cruceanu C, Czamara D, Dieckmann L, Dou J, Felix JF, Frank J, Håberg SE, Herberth G, Hoang TT, Houtepen LC, Hüls A, Koen N, London SJ, Magnus MC, Mancano G, Mulder RH, Page CM, Räikkönen K, Röder S, Schmidt RJ, Send TS, Sharp G, Stein DJ, Streit F, Tuhkanen J, Wit
Pubblicato in: Molecular Psychiatry, 2023, ISSN 1359-4184
Editore: Nature Publishing Group
DOI: 10.1038/s41380-023-02010-5

Global Initiative for Asthma Strategy 2021: executive summary and rationale for key changes

Autori: Reddel HK, Bacharier LB, Bateman ED, Brightling CE, Brusselle GG, Buhl R, Cruz AA, Duijts L, Drazen JM, FitzGerald JM, Fleming LJ, Inoue H, Ko FW, Krishnan JA, Levy ML, Lin J, Mortimer K, Pitrez PM, Sheikh A, Yorgancioglu AA, Boulet LP.
Pubblicato in: European Respiratory Journal, 2021, ISSN 0903-1936
Editore: European Respiratory Society
DOI: 10.1183/13993003.02730-2021

dsSurvival 2.0: privacy enhancing survival curves for survival models in the federated DataSHIELD analysis system

Autori: Banerjee, S., Bishop, T.R.P.
Pubblicato in: BMC Research Notes, 2023, ISSN 1756-0500
Editore: BioMed Central
DOI: 10.1186/s13104-023-06372-5

A meta-analysis of epigenome-wide association studies on pregnancy vitamin B12 concentrations and offspring DNA methylation

Autori: Monasso GS, Hoang TT, Mancano G, Fernández-Barrés S, Dou J, Jaddoe VWV, Page CM, Johnson L, Bustamante M, Bakulski KM, Håberg SE, Ueland PM, Battram T, Merid SK, Melén E, Caramaschi D, Küpers LK, Sunyer J, Nystad W, Heil SG, Schmidt RJ, Vrijheid M, Sharp GC, London SJ, Felix JF.
Pubblicato in: Epigenetics, 2023, ISSN 1559-2294
Editore: Landes Bioscience
DOI: 10.1080/15592294.2023.2202835

Maternal Iron Status in Pregnancy and Child Health Outcomes after Birth: A Systematic Review and Meta-Analysis

Autori: Quezada-Pinedo HG, Cassel F, Duijts L, Muckenthaler MU, Gassmann M, Jaddoe VWV, Reiss IKM, Vermeulen MJ
Pubblicato in: Nutrients, 2021, ISSN 2072-6643
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/nu13072221

Advancing tools for human early lifecourse exposome research and translation (ATHLETE): Project overview.

Autori: Vrijheid M, Basagaña X, Gonzalez JR, Jaddoe VWV, Jensen G, Keun HC, McEachan RRC, Porcel J, Siroux V, Swertz MA, Thomsen C, Aasvang GM, Andrušaitytė S, Angeli K, Avraam D, Ballester F, Burton P, Bustamante M, Casas M, Chatzi L, Chevrier C, Cingotti N, Conti D, Crépet A, Dadvand P, Duijts L, van Enckevort E, Esplugues A, Fossati S, Garlantezec R, Gómez Roig MD, Grazuleviciene R, Gützkow KB, G
Pubblicato in: Environmental Epidemiology, 2021, ISSN 2474-7882
Editore: Wolters Kluwer
DOI: 10.1097/ee9.0000000000000166

European and multi-ancestry genome-wide association meta-analysis of atopic dermatitis highlights importance of systemic immune regulation.

Autori: Budu-Aggrey A, Kilanowski A, Sobczyk MK; 23andMe Research Team; Shringarpure SS, Mitchell R, Reis K, Reigo A; Estonian Biobank Research Team; Mägi R, Nelis M, Tanaka N, Brumpton BM, Thomas LF, Sole-Navais P, Flatley C, Espuela-Ortiz A, Herrera-Luis E, Lominchar JVT, Bork-Jensen J, Marenholz I, Arnau-Soler A, Jeong A, Fawcett KA, Baurecht H, Rodriguez E, Alves AC, Kumar A, Sleiman PM, Chang X, Med
Pubblicato in: Nat Commun, 2023, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.1038/s41467-023-41180-2

Life course of retrospective harmonization initiatives: key elements to consider

Autori: Isabel Fortier, Tina W. Wey, Julie Bergeron, Angela Pinot de Moira, Anne-Marie Nybo-Andersen, Tom Bishop, Madeleine J. Murtagh, Milica Miočević, Morris A. Swertz, Esther van Enckevort, Yannick Marcon, Michaela. Th. Mayrhofer, Jos Pedro Ornelas, Sylvain Sebert
Pubblicato in: Journal of Developmental Origins of Health and Disease, 2022, ISSN 2040-1752
Editore: CUP
DOI: 10.1017/s2040174422000460

Body height and spinal pain in adolescence: a cohort study from the Danish National Birth Cohort

Autori: Anne Cathrine Falch-Joergensen, Per Kragh Andersen, Esben Budtz-Jorgensen, Lise Hestbaek, Katrine Strandberg-Larsen & Anne-Marie Nybo Andersen
Pubblicato in: BMC Musculoskeletal Disorders, 2023, ISSN 1471-2474
Editore: BioMed Central
DOI: 10.1186/s12891-023-07077-3

Gestational age and trajectories of body mass index and height from birth through adolescence in the Danish National Birth Cohort

Autori: Vinther JL, Ekstrøm CT, Sørensen TIA, Cederkvist L, Lawlor DA, Andersen AN.
Pubblicato in: Scientific Reports, 2023, ISSN 2045-2322
Editore: Nature Publishing Group
DOI: 10.1038/s41598-023-30123-y

Genetic correlation and causal relationships between cardio-metabolic traits and lung function impairment

Autori: Wielscher M Amaral A van der Plaat D Wain L Sebert S Mosen-Ansorena D Auvinen J Herzig K Dehghan A Jarvis D Jarvelin M
Pubblicato in: Genome Medicine, 2021, ISSN 1756-994X
Editore: BioMed Central
DOI: 10.1186/s13073-021-00914-x

A deterministic approach for protecting privacy in sensitive personal data

Autori: Avraam D, Jones E, Burton P
Pubblicato in: BMC Medical Informatics and Decision Making, 2022, ISSN 1472-6947
Editore: BioMed Central
DOI: 10.1186/s12911-022-01754-4

The LifeCycle Project-EU Child Cohort Network: a federated analysis infrastructure and harmonized data of more than 250,000 children and parents

Autori: Vincent W. V. Jaddoe, Janine F. Felix, Anne-Marie Nybo Andersen, Marie-Aline Charles, Leda Chatzi, Eva Corpeleijn, Nina Donner, Ahmed Elhakeem, Johan G. Eriksson, Rachel Foong, Veit Grote, Sido Haakma, Mark Hanson, Jennifer R. Harris, Barbara Heude, Rae-Chi Huang, Hazel Inskip, Marjo-Riitta Järvelin, Berthold Koletzko, Deborah A. Lawlor, Maarten Lindeboom, Rosemary R. C. McEachan, Tuija M. Mikkol
Pubblicato in: European Journal of Epidemiology, Numero 35/7, 2020, Pagina/e 709-724, ISSN 0393-2990
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10654-020-00662-z

Ethnic differences in adverse iron status in early pregnancy: a cross-sectional population-based study.

Autori: Quezada-Pinedo HG, Cassel F, Muckenthaler MU, Gassmann M, Huicho L, Reiss IK, Duijts L, Gaillard R, Vermeulen MJ.
Pubblicato in: Journal of Nutritional Science, 2022, ISSN 2048-6790
Editore: CUP
DOI: 10.1017/jns.2022.35

Interaction between filaggrin mutations and neonatal cat exposure in atopic dermatitis

Autori: Jacob P. Thyssen, Tarunveer S. Ahluwalia, Lavinia Paternoster, Natalia Ballardini, Anna Bergström, Erik Melén, Bo L. Chawes, Jakob Stokholm, Jonathan O'B Hourihane, Donnchadh M. O'Sullivan, Peter Bager, Mads Melbye, Mariona Bustamante, Maties Torrent, Ana Esplugues, Liesbeth Duijts, Chen Hu, Niels J. Elbert, Suzanne G. M. A. Pasmans, Tamar E. C. Nijsten, Andrea Berg, Marie Standl, Tamara Schikow
Pubblicato in: Allergy, Numero 75/6, 2020, Pagina/e 1481-1485, ISSN 0105-4538
Editore: Blackwell Publishing Inc.
DOI: 10.1111/all.14162

What does engagement mean to participants in longitudinal cohort studies? A qualitative study.

Autori: Ochieng CA, Minion JT, Turner A, Blell M, Murtagh M
Pubblicato in: BMC Med Ethics, 2021, ISSN 1472-6939
Editore: BioMed Central
DOI: 10.1186/s12910-021-00648-w

Maternal caffeine consumption during pregnancy and offspring cord blood DNA methylation: an epigenome-wide association study meta-analysis.

Autori: Schellhas L, Monasso GS, Felix JF, Jaddoe VW, Huang P, Fernández-Barrés S, Vrijheid M, Pesce G, Annesi-Maesano I, Page CM, Brantsæter AL, Bekkhus M, Håberg SE, London SJ, Munafò MR, Zuccolo L, Sharp GC.
Pubblicato in: Epigenomics, 2023, ISSN 1750-1911
Editore: Future Medicine Ltd.
DOI: 10.2217/epi-2023-0263

Visualisation and Exploration of Linked Data using Virtual Reality

Autori: Alexander J. Kellmann, Max Postema, Joris de Keijser, Pjotr Svetachov, Rebecca C. Wilson, Esther J. van Enckevort, Morris A. Swertz
Pubblicato in: The Journal of Biological Databases and Curation, 2024, ISSN 1758-0463
Editore: Oxford University Press
DOI: 10.1093/database/baae008

Associations of early-life pet ownership with asthma and allergic sensitization: A meta-analysis of more than 77,000 children from the EU Child Cohort Network.

Autori: Pinot de Moira A, Strandberg-Larsen K, Bishop T, Pedersen M, Avraam D, Cadman T, Calas L, Casas M, de Lauzon Guillain B, Elhakeem A, Esplugues A, Estarlich M, Foong RE, Haakma S, Harris JR, Huang RC, Inskip H, Lertxundi A, Mensink-Bout SM, Nader JLT, Pizzi C, Popovic M, Salika T, Sunyer J, Van Meel ER, Swertz MA, Jaddoe VWV, Burton P, Duijts L, Nybo Andersen AM.
Pubblicato in: Journal of Allergy and Clinical Immunology, 2022, ISSN 1097-6825
Editore: Elsevier
DOI: 10.1016/j.jaci.2022.01.023

Key recommendations for primary care from the 2022 Global Initiative for Asthma (GINA) update

Autori: Levy ML, Bacharier LB, Bateman E, Boulet LP, Brightling C, Buhl R, Brusselle G, Cruz AA, Drazen JM, Duijts L, Fleming L, Inoue H, Ko FWS, Krishnan JA, Mortimer K, Pitrez PM, Sheikh A, Yorgancıoğlu A, Reddel HK.
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An agenda-setting paper on data sharing platforms: euCanSHare workshop

Autori: """Thijs Devriendt, Clemens Ammann, Folkert W. Asselbergs, Alexander Bernier, Rodrigo Costas, Matthias G. Friedrich, Josep L. Gelpi, Marjo-Riitta Jarvelin, Kari Kuulasmaa, Karim Lekadir, Michaela Th. Mayrhofer, Vaclav Papez, Gerard Pasterkamp, Steffen E. Petersen, Carsten Oliver Schmidt, Jeanette Schulz-Menger, Stefan Söderberg, Mahsa Shabani, Giovanni Veronesi, Darian Steven Viezzer, Pascal Borry"
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Associations of physical condition with lung function and asthma in adolescents from the general population.

Autori: Mensink-Bout SM, Jahangir MR, de Jongste JC, Raat H, Jaddoe VWV, Duijts L.
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Exploring the role of genetic confounding in the association between maternal and offspring body mass index: evidence from three birth cohorts

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A population-based study on associations of stool microbiota with atopic diseases in school-age children

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Maternal diet in pregnancy and child's respiratory outcomes: an individual participant data meta-analysis of 18 000 children.

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Understanding the cumulative risk of maternal prenatal biopsychosocial factors on birth weight : a DynaHEALTH study on two birth cohorts

Autori: Parmar, Priyanka; Lowry, Estelle; Vehmeijer, Florianne; El Marroun, Hanan; Lewin, Alex; Tolvanen, Mimmi; Tzala, Evangelia; Ala-Mursula, Leena; Herzig, Karl-Heinz; Miettunen, Jouko; Prokopenko, Inga; Rautio, Nina; Jaddoe, Vincent W. V.; Järvelin, Marjo-Riitta; Felix, Janine; Sebert, Sylvain
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Polycystic ovary syndrome and leukocyte telomere length : cross-sectional and longitudinal changes

Autori: Pölönen, Johanna; Pinola, Pekka; Ronkainen, Justiina; Blakemore, Alex; Buxton, Jessica L.; Tapanainen, Juha S.; Franks, Stephen; Piltonen, Terhi T.; Sebert, Sylvain; Morin-Papunen, Laure
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Longitudinal associations of DNA methylation and sleep in children: a meta-analysis

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Maternal Dietary Glycemic Index and Glycemic Load in Pregnancy and Offspring Cord Blood DNA Methylation

Autori: Küpers LK, Fernández-Barrés S, Mancano G, Johnson L, Ott R, Vioque J, Colombo M, Landgraf K, Tobi EW, Körner A, Gaillard R, de Vries JHM, Jaddoe VWV, Vrijheid M, Sharp GC, Felix JF.
Pubblicato in: Diabetes Care, 2022, ISSN 0149-5992
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Visualisation and Exploration of Linked Data using Virtual Reality

Autori: Alexander J. Kellmann, Pauline Lanting, Lude Franke, Esther J. van Enckevort, Morris A. Swertz
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Increased Th22 cell numbers in a general pediatric population with filaggrin haploinsufficiency: The Generation R Study

Autori: Looman KIM, van Mierlo MMF, van Zelm MC, Hu C, Duijts L, de Jongste JC, Nijsten T, Pardo LM, Kiefte-de Jong JC, Moll HA, Pasmans SGMA
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Genome-wide association study of placental weight identifies distinct and shared genetic influences between placental and fetal growth.

Autori: Beaumont RN, Flatley C, Vaudel M, Wu X, Chen J, Moen GH, Skotte L, Helgeland Ø, Solé-Navais P, Banasik K, Albiñana C, Ronkainen J, Fadista J, Stinson SE, Trajanoska K, Wang CA, Westergaard D, Srinivasan S, Sánchez-Soriano C, Bilbao JR, Allard C, Groleau M, Kuulasmaa T, Leirer DJ, White F, Jacques PÉ, Cheng H, Hao K, Andreassen OA, Åsvold BO, Atalay M, Bhatta L, Bouchard L, Brumpton BM, Bruna
Pubblicato in: Nature Genetics, 2023, ISSN 1061-4036
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The Impact of Mode of Birth, and Episiotomy, on Postpartum Sexual Function in the Medium- and Longer-Term: An Integrative Systematic Review

Autori: Anne-Marie Fanshawe, Ank De Jong, Nicole Ginter, Lea Takács,Hannah G. Dahlen,Morris A. Swertz and Lilian L. Peters
Pubblicato in: International Journal of Environmental Research and Public Health, 2023, ISSN 1660-4601
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Privacy preserving data visualisations

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DNA methylation and general psychopathology in childhood: an epigenome-wide meta-analysis from the PACE consortium

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Pubblicato in: Molecular Psychiatry, 2023, ISSN 1359-4184
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PUblications MEtadata Augmentation (PUMA) pipeline

Autori: Oliver W Butters, Rebecca C Wilson, Hugh Garner, Thomas W. Y. Burton
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Differential and shared genetic effects on kidney function between diabetic and non-diabetic individuals

Autori: Winkler TW, Rasheed H, Teumer A, Gorski M, Rowan BX, Stanzick KJ, Thomas LF, Tin A, Hoppmann A, Chu AY, Tayo B, Thio CHL, Cusi D, Chai JF, Sieber KB, Horn K, Li M, Scholz M, Cocca M, Wuttke M, van der Most PJ, Yang Q, Ghasemi S, Nutile T, Li Y, Pontali G, Günther F, Dehghan A, Correa A, Parsa A, Feresin A, de Vries APJ, Zonderman AB, Smith AV, Oldehinkel AJ, De Grandi A, Rosenkranz AR, Franke A,
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Depression, cardiometabolic disease, and their co-occurrence after childhood maltreatment: an individual participant data meta-analysis including over 200,000 participants

Autori: Souama C, Lamers F, Milaneschi Y, Vinkers CH, Defina S, Garvert L, Stein F, Woofenden T, Brosch K, Dannlowski U, Galenkamp H, de Graaf R, Jaddoe VWV, Lok A, van Rijn BB, Völzke H, Cecil CAM, Felix JF, Grabe HJ, Kircher T, Lekadir K, Have MT, Walton E, Penninx BWJH, EarlyCause consortium
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dsSynthetic: Synthetic data generation for the DataSHIELDfederated analysis system

Autori: Soumya Banerjee, Tom RP Bishop
Pubblicato in: BMC Research Notes, 2022, ISSN 1756-0500
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DOI: 10.1186/s13104-022-06111-2

Return of individual research results from genomic research: A systematic review of stakeholder perspectives

Autori: Vears, D, Minion, JT, Roberts, SJ, Cumming, J, Machirori, M, Blell, M, Budin-Ljøsne, I, Cowley, L, Dyke, SOM, Gaff, C, Green, RC, Hall, A, Johns, AL, Knoppers, BM, Mulrine, S, Patch, C, Winkler, E, Murtagh, MJ
Pubblicato in: PLOS ONE, 2021, ISSN 1932-6203
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Urban environment and cognitive and motor function in children from four European birth cohorts.

Autori: Binter AC, Bernard JY, Mon-Williams M, Andiarena A, González-Safont L, Vafeiadi M, Lepeule J, Soler-Blasco R, Alonso L, Kampouri M, Mceachan R, Santa-Marina L, Wright J, Chatzi L, Sunyer J, Philippat C, Nieuwenhuijsen M, Vrijheid M, Guxens M
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Machine learning-based DNA methylation score for fetal exposure to maternal smoking : development and validation in samples collected from adolescents and adults

Autori: Rauschert, Sebastian; Melton, Phillip E.; Heiskala, Anni; Karhunen, Ville; Burdge, Graham; Craig, Jeffrey M.; Godfrey, Keith M.; Lillycrop, Karen; Mori, Trevor A.; Beilin, Lawrence J.; Oddy, Wendy H.; Pennell, Craig; Järvelin, Marjo-Riitta; Sebert, Sylvain; Huang, Rae-Chi
Pubblicato in: Environmental Health Perspectives, 2020, ISSN 0091-6765
Editore: US Department of Health and Human Services
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Towards an Interoperable Ecosystem of Research Cohort and Real-world Data Catalogues Enabling Multi-center Studies

Autori: Morris Swertz   * , Esther van Enckevort , José Luis Oliveira , Isabel Fortier , Julie Bergeron , Nicolas H. Thurin , Eleanor Hyde , Alexander Kellmann , Romin Pahoueshnja , Miriam Sturkenboom , Marianne Cunnington , Anne-Marie Nybo Andersen , Yannick Marcon , Gonçalo Gonçalves , Rosa Gini *
Pubblicato in: Yearb Med Inform 2022, 2022, ISSN 0943-4747
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Innovative approach for first-trimester fetal organ volume measurements using a Virtual Reality system: The Generation R Next Study.

Autori: Wiertsema CJ, Sol CM, Mulders AGMGJ, Steegers EAP, Duijts L, Gaillard R, Koning AHJ, Jaddoe VWV.
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Associations of Total Legume, Pulse, and Soy Consumption with Incident Type 2 Diabetes: Federated Meta-Analysis of 27 Studies from Diverse World Regions

Autori: Pearce Bishop
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Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude.

Autori: Kadalayil L, Alam MZ, White CH, Ghantous A, Walton E, Gruzieva O, Merid SK, Kumar A, Roy RP, Solomon O, Huen K, Eskenazi B, Rzehak P, Grote V, Langhendries JP, Verduci E, Ferre N, Gruszfeld D, Gao L, Guan W, Zeng X, Schisterman EF, Dou JF, Bakulski KM, Feinberg JI, Soomro MH, Pesce G, Baiz N, Isaevska E, Plusquin M, Vafeiadi M, Roumeliotaki T, Langie SAS, Standaert A, Allard C, Perron P, Bouchard
Pubblicato in: Clin Epigenetics, 2023, ISSN 1868-7083
Editore: Springer Nature
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Glucose metabolism in midlife predicts participation in working life: a Northern Finland Birth Cohort 1966 study

Autori: Tuulia Varanka-Ruuska, Mimmi Tolvanen, Eeva Vaaramo, Sirkka Keinänen-Kiukaanniemi, Sylvain Sebert, Nina Rautio, Leena Ala-Mursula
Pubblicato in: Occupational and Environmental Medicine, Numero 77/5, 2020, Pagina/e 324-332, ISSN 1351-0711
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The determinants and longitudinal changes in vitamin D status in middle-age : a Northern Finland Birth Cohort 1966 study

Autori: Ikonen, Helmi; Lumme, Johanna; Seppälä, Jussi; Pesonen, Paula; Piltonen, Terhi; Järvelin, Marjo-Riitta; Herzig, Karl-Heinz; Miettunen, Jouko; Niinimäki, Maarit; Palaniswamy, Saranya; Sebert, Sylvain; Ojaniemi, Marja
Pubblicato in: European Journal of Nutrition, 2021, ISSN 1436-6207
Editore: Dr. Dietrich Steinkopff Verlag
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Views on genomic research result delivery methods and informed consent: a review

Autori: Vears DF, Minion JT, Roberts SJ, Cummings J, Machirori M, Murtagh MJ
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Maternal and infant prediction of the child BMI trajectories : studies across two generations of Northern Finland birth cohorts

Autori: Nedelec, Rozenn; Miettunen, Jouko; Männikkö, Minna; Järvelin, Marjo-Riitta; Sebert, Sylvain
Pubblicato in: International Journal of Obesity, 2021, ISSN 0307-0565
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Maternal iron status in early pregnancy and DNA methylation in offspring: an epigenome-wide meta-analysis

Autori: Taeubert MJ, de Prado-Bert P, Geurtsen ML, Mancano G, Vermeulen MJ, Reiss IKM, Caramaschi D, Sunyer J, Sharp GC, Julvez J, Muckenthaler MU, Felix JF.
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Vitamin D Levels in Women with Polycystic Ovary Syndrome: A Population-Based Study

Autori: Johanna Lumme, Sylvain Sebert, Paula Pesonen, Terhi Piltonen, Marjo-Riitta Järvelin, Karl-Heinz Herzig, Juha Auvinen, Marja Ojaniemi, Maarit Niinimäki
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Visceral adiposity and respiratory outcomes in children and adults: a systematic review.

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Reconciling the biomedical data commons and the GDPR: three lessons from the EUCAN ELSI collaboratory

Autori: Goisauf, Wilson, Murtagh (eucan authors)
Pubblicato in: European Journal of Human Genetics, 2023, ISSN 1018-4813
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Vitamin D status and correlates of low vitamin D in schizophrenia, other psychoses and non-psychotic depression – The Northern Finland Birth Cohort 1966 study

Autori: H. Ikonen, S. Palaniswamy, T. Nordström, M.R. Järvelin, K.H. Herzig, E. Jääskeläinen, J. Seppälä, J. Miettunen, S. Sebert
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First trimester fetal proportion volumetric measurements using a Virtual Reality approach

Autori: Wiertsema CJ, Erkamp JS, Mulders AGMGJ, Steegers EAP, Duijts L, Koning AHJ, Gaillard R, Jaddoe VWV.
Pubblicato in: Prenatal Diagnosis, 2021, ISSN 0197-3851
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Epigenome-wide meta-analysis of blood DNA methylation in newborns and children identifies numerous loci related to gestational age

Autori: Simon Kebede Merid, Alexei Novoloaca, Gemma C. Sharp, Leanne K. Küpers, Alvin T. Kho, Ritu Roy, Lu Gao, Isabella Annesi-Maesano, Pooja Jain, Michelle Plusquin, Manolis Kogevinas, Catherine Allard, Florianne O. Vehmeijer, Nabila Kazmi, Lucas A. Salas, Faisal I. Rezwan, Hongmei Zhang, Sylvain Sebert, Darina Czamara, Sheryl L. Rifas-Shiman, Phillip E. Melton, Debbie A. Lawlor, Göran Pershagen, Carr
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Maternal iron status during early pregnancy and school-age, lung function, asthma, and allergy: The Generation R Study

Autori: Quezada-Pinedo HG, Mensink-Bout SM, Reiss IK, Jaddoe VWV, Vermeulen MJ, Duijts L
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Meta-analysis of epigenome-wide association studies in newborns and children show widespread sex differences in blood DNA methylation

Autori: Solomon O, Huen K, Yousefi P, Küpers LK, González JR, Suderman M, Reese SE, Page CM, Gruzieva O, Rzehak P, Gao L, Bakulski KM, Novoloaca A, Allard C, Pappa I, Llambrich M, Vives M, Jima DD, Kvist T, Baccarelli A, White C, Rezwan FI, Sharp GC, Tindula G, Bergström A, Grote V, Dou JF, Isaevska E, Magnus MC, Corpeleijn E, Perron P, Jaddoe VWV, Nohr EA, Maitre L, Foraster M, Hoyo C, Håberg SE, Lah
Pubblicato in: Mutat Res Rev Mutat Res, 2022, ISSN 1383-5742
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Software Application Profile: ShinyDataSHIELD—an R Shiny application to perform federated non-disclosive data analysis in multicohort studies

Autori: Escribà-Montagut X, Yannick Marcon, Demetris Avraam, Soumya Banerjee, Tom R P Bishop, Paul Burton, Juan R González
Pubblicato in: International Journal of Epidemiology, 2022, ISSN 1464-3685
Editore: Oxford University Press
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Cohort description: Measures of early-life behaviour and later psychopathology in the LifeCycle Project - EU Child Cohort Network

Autori: Nader JL, López-Vicente M, Julvez J, Guxens M, Cadman T, Elhakeem A, Järvelin MR, Rautio N, Miettunen J, El Marroun H, Melchior M, Heude B, Charles MA, Yang TC, McEachan RRC, Wright J, Polanska K, Carson J, Lin A, Rauschert S, Huang RC, Popovic M, Richiardi L, Corpeleijn E, Cardol M, Mikkola TM, Eriksson JG, Salika T, Inskip H, Vinther JL, Strandberg-Larsen K, Gürlich K, Grote V, Koletzko B, Va
Pubblicato in: Journal of Epidemiology, 2021, ISSN 0917-5040
Editore: Tokyo University of Agriculture
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The Effects of Urbanization on the Infant Gut Microbiota and Health Outcomes

Autori: Siobhan Brushett, Trishla Sinha, Sijmen A. Reijneveld, Marlou L. A. de Kroon, Alexandra Zhernakova
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Genome-wide DNA methylation patterns associated with general psychopathology in children

Autori: Rijlaarsdam J, Barker ED, Caserini C, Koopman-Verhoeff ME, Mulder RH, Felix JF, Cecil CAM
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GWAS on longitudinal growth traits reveals different genetic factors influencing infant, child, and adult BMI

Autori: Alexessander Couto Alves, N. Maneka G. De Silva, Ville Karhunen, Ulla Sovio, Shikta Das, H. Rob Taal, Nicole M. Warrington, Alexandra M. Lewin, Marika Kaakinen, Diana L. Cousminer, Elisabeth Thiering, Nicholas J. Timpson, Tom A. Bond, Estelle Lowry, Christopher D. Brown, Xavier Estivill, Virpi Lindi, Jonathan P. Bradfield, Frank Geller, Doug Speed, Lachlan J. M. Coin, Marie Loh, Sheila J. Barton,
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Editore: AAAS
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Recognizing, reporting and reducing the data curation debt of cohort studies

Autori: Oliver W Butters, Rebecca C Wilson, Paul R Burton
Pubblicato in: International Journal of Epidemiology, 2020, Pagina/e 1-8, ISSN 1464-3685
Editore: IEA
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Possible Modifiers of the Association Between Change in Weight Status From Child Through Adult Ages and Later Risk of Type 2 Diabetes

Autori: Lise G. Bjerregaard, Niko Wasenius, Rozenn Nedelec, Line K. Gjærde, Lars Ängquist, Karl-Heinz Herzig, Gorm B. Jensen, Erik L. Mortensen, Merete Osler, Kim Overvad, Tea Skaaby, Anne Tjønneland, Thorkild I.A. Sørensen, Marjo-Riitta Järvelin, Johan G. Eriksson, Sylvain Sebert, Jennifer L. Baker
Pubblicato in: Diabetes Care, Numero 43/5, 2020, Pagina/e 1000-1007, ISSN 0149-5992
Editore: American Diabetes Association
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Lifelines NEXT: a prospective birth cohort adding the next generation to the three-generation Lifelines cohort study

Autori: Willemijn D. B. Warmink-Perdijk, Lilian L. Peters, Ettje F. Tigchelaar, Jackie A. M. Dekens, Soesma A. Jankipersadsing, Alexandra Zhernakova, Willem J. R. Bossers, Jan Sikkema, Ank de Jonge, Sijmen A. Reijneveld, Henkjan J. Verkade, Gerard H. Koppelman, Cisca Wijmenga, Folkert Kuipers, Sicco A. Scherjon
Pubblicato in: European Journal of Epidemiology, Numero 35/2, 2020, Pagina/e 157-168, ISSN 0393-2990
Editore: Kluwer Academic Publishers
DOI: 10.1007/s10654-020-00614-7

Reply to: Early-life respiratory infections and pre-adult asthma: could there be an interaction and differential misclassification?

Autori: van Meel ER, Duijts L; participating authors of the meta-analysis “Early-life respiratory tract infections and the risk of school-age lower lung function and asthma”.
Pubblicato in: European Respiratory Journal, 2022, ISSN 0903-1936
Editore: European Respiratory Society
DOI: 10.1183/13993003.01384-2022

Global access and patient safety in the transition to environmentally friendly respiratory inhalers: the Global Initiative for Asthma perspective.

Autori: Levy ML, Bateman ED, Allan K, Bacharier LB, Bonini M, Boulet LP, Bourdin A, Brightling C, Brusselle G, Buhl R, Chakaya MJ, Cruz AA, Drazen J, Ducharme FM, Duijts L, Fleming L, Inoue H, Ko FWS, Krishnan JA, Masekela R, Mortimer K, Pitrez P, Salvi S, Sheikh A, Reddel HK, Yorgancıoğlu A.
Pubblicato in: Lancet, 2023, ISSN 0140-6736
Editore: The Lancet Publishing Group
DOI: 10.1016/s0140-6736(23)01358-2

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