Psychosocial factors, health behaviors and risk of cancer incidence: Testing interaction and effect modification in an individual participant data meta‐analysis

Author:

Basten Maartje1234ORCID,Pan Kuan‐Yu356,van Tuijl Lonneke A.78,de Graeff Alexander9,Dekker Joost35,Hoogendoorn Adriaan W.35,Lamers Femke35,Ranchor Adelita V.7,Vermeulen Roel10,Portengen Lützen10,Voogd Adri C.1112ORCID,Abell Jessica13,Awadalla Philip141516,Beekman Aartjan T. F.35,Bjerkeset Ottar1718,Boyd Andy19,Cui Yunsong20,Frank Philipp13,Galenkamp Henrike21,Garssen Bert7,Hellingman Sean22,Huisman Martijn232425,Huss Anke10,Keats Melanie R.26,Kok Almar A. L.352325,Krokstad Steinar2728,van Leeuwen Flora E.29,Luik Annemarie I.30,Noisel Nolwenn31,Payette Yves31,Penninx Brenda W. J. H.35,Rissanen Ina1,Roest Annelieke M.32,Rosmalen Judith G. M.3334,Ruiter Rikje3035,Schoevers Robert A.34,Soave David1422,Spaan Mandy29,Steptoe Andrew13,Stronks Karien2136,Sund Erik R.172728,Sweeney Ellen20,Twait Emma L.1,Teyhan Alison19,Verschuren W. M. Monique137,van der Willik Kimberly D.2930,Geerlings Mirjam I.125383940

Affiliation:

1. Julius Center for Health Sciences and Primary Care University Medical Center Utrecht and Utrecht University Utrecht The Netherlands

2. Department of Health Sciences Vrije Universiteit Amsterdam Amsterdam The Netherlands

3. Amsterdam Public Health, Mental Health program Amsterdam The Netherlands

4. Amsterdam Public Health, Health Behaviors and Chronic Diseases program Amsterdam The Netherlands

5. Department of Psychiatry Amsterdam UMC, location Vrije Universiteit Amsterdam Amsterdam The Netherlands

6. Unit of Occupational Medicine Institute of Environmental Medicine, Karolinska Institutet Stockholm Sweden

7. Department of Health Psychology, University Medical Center Groningen University of Groningen Groningen The Netherlands

8. Department of Clinical Psychology Utrecht University Utrecht The Netherlands

9. Department of Medical Oncology University Medical Center Utrecht The Netherlands

10. Institute for Risk Assessment Sciences Utrecht University Utrecht The Netherlands

11. Department of Epidemiology Maastricht University Maastricht The Netherlands

12. Department of Research and Development Netherlands Comprehensive Cancer Organization (IKNL) Utrecht The Netherlands

13. Department of Behavioural Science and Health University College London London UK

14. Ontario Institute for Cancer Research Toronto Ontario Canada

15. Department of Molecular Genetics University of Toronto Toronto Ontario Canada

16. Dalla Lana School of Public Health University of Toronto Toronto Ontario Canada

17. Faculty of Nursing and Health Sciences Nord University Levanger Norway

18. Faculty of Medicine and Health Sciences, Department of Mental Health Norwegian University of Science and Technology Trondheim Norway

19. Population Health Sciences, Bristol Medical School University of Bristol Bristol UK

20. Atlantic Partnership for Tomorrow's Health, Faculty of Medicine Dalhousie University Halifax Nova Scotia Canada

21. Department of Public and Occupational Health, Amsterdam UMC, and Amsterdam Public Health Research Institute University of Amsterdam Amsterdam The Netherlands

22. Department of Mathematics Wilfrid Laurier University Waterloo Canada

23. Department of Epidemiology & Data Science Amsterdam UMC, location Vrije Universiteit Amsterdam Amsterdam The Netherlands

24. Department of Sociology Vrije Universiteit Amsterdam Amsterdam The Netherlands

25. Amsterdam Public Health, Aging & Later Life Amsterdam The Netherlands

26. School of Health and Human Performance, Faculty of Health Dalhousie University Halifax Nova Scotia Canada

27. HUNT Research Centre, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences Norwegian University of Science and Technology (NTNU) Norway

28. Levanger hospital, Nord‐Trøndelag Hospital Trust Levanger Norway

29. Division of Psychosocial Research and Epidemiology The Netherlands Cancer Institute Amsterdam The Netherlands

30. Department of Epidemiology Erasmus MC–University Medical Center Rotterdam The Netherlands

31. CARTaGENE, CHU Sainte‐Justine Québec Canada

32. Department of Developmental Psychology University of Groningen Groningen The Netherlands

33. Department of Internal Medicine University of Groningen, University Medical Center Groningen Groningen The Netherlands

34. Department of Psychiatry University of Groningen, University Medical Center Groningen Groningen The Netherlands

35. Department of Internal Medicine Maasstad Rotterdam The Netherlands

36. Center for Urban Mental Health University of Amsterdam Amsterdam The Netherlands

37. Centre for Nutrition, Prevention and Health Services National Institute for Public Health and the Environment Bilthoven The Netherlands

38. Department of General Practice Amsterdam UMC, location University of Amsterdam Amsterdam The Netherlands

39. Amsterdam Public Health, Personalized Medicine Amsterdam The Netherlands

40. Amsterdam Neuroscience, Neurodegeneration, and Mood, Anxiety, Psychosis, Stress, and Sleep Amsterdam The Netherlands

Abstract

AbstractDepression, anxiety and other psychosocial factors are hypothesized to be involved in cancer development. We examined whether psychosocial factors interact with or modify the effects of health behaviors, such as smoking and alcohol use, in relation to cancer incidence. Two‐stage individual participant data meta‐analyses were performed based on 22 cohorts of the PSYchosocial factors and CAncer (PSY‐CA) study. We examined nine psychosocial factors (depression diagnosis, depression symptoms, anxiety diagnosis, anxiety symptoms, perceived social support, loss events, general distress, neuroticism, relationship status), seven health behaviors/behavior‐related factors (smoking, alcohol use, physical activity, body mass index, sedentary behavior, sleep quality, sleep duration) and seven cancer outcomes (overall cancer, smoking‐related, alcohol‐related, breast, lung, prostate, colorectal). Effects of the psychosocial factor, health behavior and their product term on cancer incidence were estimated using Cox regression. We pooled cohort‐specific estimates using multivariate random‐effects meta‐analyses. Additive and multiplicative interaction/effect modification was examined. This study involved 437,827 participants, 36,961 incident cancer diagnoses, and 4,749,481 person years of follow‐up. Out of 744 combinations of psychosocial factors, health behaviors, and cancer outcomes, we found no evidence of interaction. Effect modification was found for some combinations, but there were no clear patterns for any particular factors or outcomes involved. In this first large study to systematically examine potential interaction and effect modification, we found no evidence for psychosocial factors to interact with or modify health behaviors in relation to cancer incidence. The behavioral risk profile for cancer incidence is similar in people with and without psychosocial stress.

Funder

KWF Kankerbestrijding

Medical Research Council

Wellcome Trust

National Institute on Aging

National Institute for Health and Care Research

ZonMw

Publisher

Wiley

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