4.6 Article

Reciprocal interaction between depression and pain: results from a comprehensive bidirectional Mendelian randomization study and functional annotation analysis

Journal

PAIN
Volume 163, Issue 1, Pages E40-E48

Publisher

LIPPINCOTT WILLIAMS & WILKINS
DOI: 10.1097/j.pain.0000000000002305

Keywords

Depression; Pain; Mendelian randomization study; Functional annotation analysis; Causal inference; Genetics

Funding

  1. Swedish Research Council
  2. Forskningsradet for halsa, arbetsliv och valfard

Ask authors/readers for more resources

This study found a causal link between depression and pain at the neck/shoulder, back, abdominal/stomach, and headache, but not with pain on the face, hip, and knee. Genetically instrumented multisite chronic pain and headache were also associated with major depression disorder. Functional annotation analysis showed that depression clustered closely with headache and neck/shoulder pain, exhibiting substantial brain tissue enrichment.
To understand a putative causal link for depression and pain, we retrieved summary statistics from genome-wide association studies conducted for pain at 7 different body sites (N = 151,922-226,683) and major depression disorder (MDD, N-case/control = 246,363/561,190). We conducted a bidirectional Mendelian randomization analysis using distinct genome-wide association studies-identified single nucleotide polymorphisms for each trait as instrumental variables and performed several sensitivity analyses to verify Mendelian randomization assumptions. We also conducted functional annotation analysis using 396 tissue-specific annotations from the roadmap project. Across 7 different body sites, genetic predisposition to depression was associated with pain at the neck/shoulder (odds ratio [OR] = 1.08 per one log-unit increase in depression risk, 95% confidence interval [CI]: 1.06-1.10), back (OR = 1.05, 95% CI: 1.04-1.07), abdominal/stomach (OR = 1.03, 95% CI: 1.02-1.04), as well as headache (OR = 1.10, 95% CI: 1.07-1.12), but not with pain on the face, hip, and knee. In the reverse direction, genetically instrumented multisite chronic pain (OR = 1.78 per one increment in the number of pain site, 95% CI: 1.51-2.11) and headache (OR = 1.55 per one log-unit increase in headache risk, 95% CI = 1.13-2.10) were associated with MDD. Functional annotation analysis showed differential clustering patterns where depression clustered closely with headache and neck/shoulder pain, exhibiting substantial brain tissue enrichment. Our study indicates that depression is a causal risk factor for headache and pain localized at neck/shoulder, back, and abdominal/stomach, rather than pain at face, hip, and knee, and suggests common neurological pathologies underlying the development of depression, headache, and neck/shoulder pain.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Article Geriatrics & Gerontology

Genetic and Environmental Influences on Longitudinal Frailty Trajectories From Adulthood into Old Age

Jonathan K. L. Mak, Ralf Kuja-Halkola, Ge Bai, Linda B. Hassing, Nancy L. Pedersen, Sara Hagg, Juulia Jylhava, Chandra A. Reynolds

Summary: Using data from Swedish twin cohort studies, this research investigates the longitudinal trajectories of frailty in late life and the contributions of genes and environment. The study finds that the heterogeneity of frailty in late life is mainly attributable to environmental influences, highlighting the importance of targeting environmental risk factors to mitigate frailty in older adults.

JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES (2023)

Review Genetics & Heredity

Using genetic association data to guide drug discovery and development: Review of methods and applications

Stephen Burgess, Amy M. Mason, Andrew J. Grant, Eric A. W. Slob, Apostolos Gkatzionis, Verena Zuber, Ashish Patel, Haodong Tian, Cunhao Liu, William G. Haynes, G. Kees Hovingh, Lotte Bjerre Knudsen, John C. Whittaker, Dipender Gill

Summary: Evidence from randomized trials is reliable but expensive and slow, while evidence from observational studies is less reliable due to potential bias. Mendelian randomization is a quasi-experimental method that utilizes naturally occurring genetic variations as instrumental variables to investigate the effects of drug targets. This approach can provide rapid and diverse opportunities for studying drug mechanisms, biomarkers, and population subgroups.

AMERICAN JOURNAL OF HUMAN GENETICS (2023)

Article Hematology

Relationship Between Ascending Thoracic Aortic Diameter and Blood Pressure: A Mendelian Randomization Study

John DePaolo, Michael G. Levin, Catherine Tcheandjieu, James R. Priest, Dipender Gill, Stephen Burgess, Scott M. Damrauer, Julio A. Chirinos

Summary: Observational studies have shown that high blood pressure is a significant risk factor for thoracic aortic dilation, and reducing blood pressure is recommended for preventing the progression of aortic aneurysms. However, the causal relationship between blood pressure and aortic size has not been conclusively established.

ARTERIOSCLEROSIS THROMBOSIS AND VASCULAR BIOLOGY (2023)

Article Cell Biology

Unraveling the metabolic underpinnings of frailty using multicohort observational and Mendelian randomization analyses

Jonathan K. L. Mak, Laura Kananen, Chenxi Qin, Ralf Kuja-Halkola, Bowen Tang, Jake Lin, Yunzhang Wang, Tuija Jaaskelainen, Seppo Koskinen, Yi Lu, Patrik K. E. Magnusson, Sara Hagg, Juulia Jylhava

Summary: In this study, the researchers identified 59 metabolic biomarkers associated with frailty, and 34 of these associations were independently validated in other studies. They also found that glycoprotein acetyls, an inflammatory marker, was significantly associated with frailty, suggesting the important role of chronic inflammation in frailty development.

AGING CELL (2023)

Article Oncology

Clinical biomarker-based biological aging and risk of cancer in the UK Biobank

Jonathan K. L. Mak, Christopher E. McMurran, Ralf Kuja-Halkola, Per Hall, Kamila Czene, Juulia Jylhaevae, Sara Haegg

Summary: By studying 308,156 UK Biobank participants, researchers found a link between biological age and cancer incidence. Using 18 age-related clinical biomarkers, three biological age measures were calculated and found to be associated with the incidence of any cancer, breast cancer, prostate cancer, lung cancer, colorectal cancer, and melanoma.

BRITISH JOURNAL OF CANCER (2023)

Article Endocrinology & Metabolism

Gastrointestinal Consequences of Type 2 Diabetes Mellitus and Impaired Glycemic Homeostasis: A Mendelian Randomization Study

Jie Chen, Shuai Yuan, Tian Fu, Xixian Ruan, Jie Qiao, Xiaoyan Wang, Xue Li, Dipender Gill, Stephen Burgess, Edward L. Giovannucci, Susanna C. Larsson

Summary: We conducted an MR study to examine the associations between type 2 diabetes and glycemic traits with gastrointestinal diseases (GDs). It was found that genetic liability to type 2 diabetes was associated with an increased risk of 12 GDs.

DIABETES CARE (2023)

Article Public, Environmental & Occupational Health

Repurposing antidiabetic drugs for rheumatoid arthritis: results from a two-sample Mendelian randomization study

Chenxi Qin, Lina-Marcela Diaz-Gallo, Bowen Tang, Yunzhang Wang, Thuy-Dung Nguyen, Arvid Harder, Yi Lu, Leonid Padyukov, Johan Askling, Sara Hagg

Summary: Genetic variations in the target genes of antidiabetic drugs, particularly sulfonylureas, are inversely associated with the risk of rheumatoid arthritis (RA), as revealed by Mendelian randomization (MR) analysis. The underlying mechanisms behind this association need further investigation.

EUROPEAN JOURNAL OF EPIDEMIOLOGY (2023)

Letter Public, Environmental & Occupational Health

Response to: Reassessing the causal role of early life adiposity in breast cancer

Yu Hao, Jinyu Xiao, Yu Liang, Xueyao Wu, Haoyu Zhang, Chenghan Xiao, Li Zhang, Stephen Burgess, Nan Wang, Xunying Zhao, Peter Kraft, Jiayuan Li, Xia Jiang

INTERNATIONAL JOURNAL OF EPIDEMIOLOGY (2023)

Article Genetics & Heredity

Genome-wide association study of thoracic aortic aneurysm and dissection in the Million Veteran Program

Derek Klarin, Poornima Devineni, Anoop K. Sendamarai, Anthony R. Angueira, Sarah E. Graham, Ying H. Shen, Michael G. Levin, James P. Pirruccello, Ida Surakka, Purushotham R. Karnam, Tanmoy Roychowdhury, Yanming Li, Minxian Wang, Krishna G. Aragam, Kaavya Paruchuri, Verena Zuber, Gabrielle E. Shakt, Noah L. Tsao, Renae L. Judy, Ha My T. Vy, Shefali S. Verma, Daniel J. Rader, Ron Do, Joseph E. Bavaria, Girish N. Nadkarni, Marylyn D. Ritchie, Stephen Burgess, Dong-chuan Guo, Patrick T. Ellinor, Scott A. LeMaire, Dianna M. Milewicz, Cristen J. Willer, Pradeep Natarajan, Philip S. Tsao, Saiju Pyarajan, Scott M. Damrauer

Summary: We conducted a GWAS of TAAD and identified 21 risk loci, providing evidence that TAAD is different from other vascular diseases. Our findings suggest that TAAD is not solely inherited through large effect size protein-altering variants and has a genetic architecture similar to other complex traits.

NATURE GENETICS (2023)

Article Cardiac & Cardiovascular Systems

Sex-Specific Reproductive Factors Augment Cardiovascular Disease Risk in Women: A Mendelian Randomization Study

Maddalena Ardissino, Eric A. W. Slob, Paul Carter, Tormod Rogne, Joanna Girling, Stephen Burgess, Fu Siong Ng

Summary: This study used Mendelian randomization to explore the causal relevance of reproductive factors on cardiovascular disease in women. The results showed that earlier genetically predicted age at first birth, higher genetically predicted number of live births, and earlier genetically predicted age at menarche were associated with increased risk of cardiovascular disease. These findings support the role of reproductive factors in the development of cardiovascular disease in women and identify potential modifiable mediators for clinical intervention.

JOURNAL OF THE AMERICAN HEART ASSOCIATION (2023)

Review Geriatrics & Gerontology

Temporal Dynamics of Epigenetic Aging and Frailty From Midlife to Old Age

Jonathan K. L. Mak, Ida K. Karlsson, Bowen Tang, Yunzhang Wang, Nancy L. Pedersen, Sara Hagg, Juulia Jylhava, Chandra A. Reynolds

Summary: DNA methylation-derived epigenetic clocks and frailty are measures of biological age and there is a certain association between them. However, the association is mainly at the level of age 50 and there is no significant dynamic longitudinal association. The pace of aging clock plays a role in predicting frailty.

JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES (2023)

Article Genetics & Heredity

Relaxing parametric assumptions for non-linear Mendelian randomization using a doubly-ranked stratification method

Haodong Tian, Amy M. Mason, Cunhao Liu, Stephen Burgess

Summary: Non-linear Mendelian randomization is an extension of standard Mendelian randomization that explores the causal relationship between an exposure and outcome using an instrumental variable. The current stratification method, referred to as the residual method, relies on strong parametric assumptions and can yield misleading results. We propose a new stratification method, called the doubly-ranked method, that relaxes these assumptions and provides unbiased estimates even in non-linear or heterogeneous scenarios.

PLOS GENETICS (2023)

Review Cardiac & Cardiovascular Systems

Appraising the Causal Role of Risk Factors in Coronary Artery Disease and Stroke: A Systematic Review of Mendelian Randomization Studies

Andrea N. Georgiou, Loukas Zagkos, Georgios Markozannes, Christos V. Chalitsios, Alexandros G. Asimakopoulos, Wei Xu, Lijuan Wang, Ines Mesa-Eguiagaray, Xuan Zhou, Eleni M. Loizidou, Nikolaos Kretsavos, Evropi Theodoratou, Dipender Gill, Stephen Burgess, Evangelos Evangelou, Konstantinos K. Tsilidis, Ioanna Tzoulaki

Summary: This systematic review evaluated the evidence for causality between a broad range of exposures and coronary artery disease and stroke using Mendelian randomization (MR) studies. The findings showed that only a limited number of associations were supported by robust evidence, highlighting the need for further research on sensitivity MR analyses and mediation effects.

JOURNAL OF THE AMERICAN HEART ASSOCIATION (2023)

Article Cardiac & Cardiovascular Systems

Age at Menopause and the Risk of Stroke: Observational and Mendelian Randomization Analysis in 204244 Postmenopausal Women

Lena Tschiderer, Sanne A. E. Peters, Yvonne T. van der Schouw, Anniek C. van Westing, Tammy Y. N. Tong, Peter Willeit, Lisa Seekircher, Conchi Moreno-Iribas, Jose Maria Huerta, Marta Crous-Bou, Martin Soderholm, Matthias B. Schulze, Cecilia Johansson, Sara Sjalander, Alicia K. Heath, Alessandra Macciotta, Christina C. Dahm, Daniel B. Ibsen, Valeria Pala, Lene Mellemkjaer, Stephen Burgess, Angela Wood, Rudolf Kaaks, Verena Katzke, Pilar Amiano, Miguel Rodriguez-Barranco, Gunnar Engstrom, Elisabete Weiderpass, Anne Tjonneland, Jytte Halkjaer, Salvatore Panico, John Danesh, Adam Butterworth, N. Charlotte Onland-Moret

Summary: Early menopause is associated with a higher risk of stroke, but the relationships with stroke subtypes are inconsistent. However, genetically proxied age at menopause is not significantly associated with stroke risk, suggesting no causal relationship.

JOURNAL OF THE AMERICAN HEART ASSOCIATION (2023)

Article Psychiatry

Association of Genetically Predicted Insomnia With Risk of Sepsis A Mendelian Randomization Study

Marianne S. Thorkildsen, Lise T. Gustad, Randi M. Mohus, Stephen Burgess, Tom I. L. Nilsen, Jan K. Damas, Tormod Rogne

Summary: Insomnia is associated with altered inflammatory response and increased risk of infections and sepsis. A 2-sample Mendelian randomization approach indicates that genetically predicted insomnia is associated with sepsis risk.

JAMA PSYCHIATRY (2023)

No Data Available