1
|
Tamman AJF, Wendt FR, Pathak GA, Krystal JH, Montalvo-Ortiz JL, Southwick SM, Sippel LM, Gelernter J, Polimanti R, Pietrzak RH. Attachment Style Moderates Polygenic Risk for Posttraumatic Stress in United States Military Veterans: Results From the National Health and Resilience in Veterans Study. Biol Psychiatry 2021; 89:878-887. [PMID: 33276944 DOI: 10.1016/j.biopsych.2020.09.018] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 09/15/2020] [Accepted: 09/15/2020] [Indexed: 12/21/2022]
Abstract
BACKGROUND A polygenic risk score (PRS) derived from genome-wide association studies of posttraumatic stress disorder (PTSD) may inform risk for this disorder. To date, however, no known study has examined whether social environmental factors such as attachment style may moderate the relation between PRS and PTSD. METHODS We evaluated main and interactive effects of PRS and attachment style on PTSD symptoms in a nationally representative sample of trauma-exposed European-American U.S. military veterans (N = 2030). PRS was derived from a genome-wide association study of PTSD re-experiencing symptoms (N = 146,660) in the Million Veteran Program cohort. Using one-sample Mendelian randomization with data from the UK Biobank (N = 115,099), we evaluated the effects of re-experiencing PRS and attachment style on PTSD symptoms. RESULTS Higher re-experiencing PRS and secure attachment style were independently associated with PTSD symptoms. A significant PRS-by-attachment style interaction was also observed (β = -.11, p = .006), with a positive association between re-experiencing PRS and PTSD symptoms observed only among veterans with an insecure attachment style. One-sample Mendelian randomization analyses suggested that the association between PTSD symptoms and attachment style is bidirectional. PRS enrichment analyses revealed a significant interaction between attachment style and a variant mapping to the IGSF11 gene (rs151177743, p = 2.1 × 10-7), which is implicated in regulating excitatory synaptic transmission and plasticity. CONCLUSIONS Attachment style may moderate polygenic risk for PTSD symptoms, and a novel locus implicated in synaptic transmission and plasticity may serve as a possible biological mediator of this association. These findings may help inform interpersonally oriented treatments for PTSD for individuals with high polygenic risk for this disorder.
Collapse
Affiliation(s)
| | - Frank R Wendt
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Gita A Pathak
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - John H Krystal
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | | | - Steven M Southwick
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Lauren M Sippel
- Executive Division, National Center for PTSD, White River Junction, Vermont; Geisel School of Medicine at Dartmouth, Hanover, New Hampshire
| | - Joel Gelernter
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Renato Polimanti
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Robert H Pietrzak
- Clinical Neurosciences Division, U.S. Department of Veterans Affairs National Center for PTSD, VA Connecticut Healthcare System, New Haven, Connecticut; Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| |
Collapse
|
2
|
Lecei A, Decoster J, De Hert M, Derom C, Jacobs N, Menne-Lothmann C, van Os J, Thiery E, Rutten BPF, Wichers M, van Winkel R. Evidence that the association of childhood trauma with psychosis and related psychopathology is not explained by gene-environment correlation: A monozygotic twin differences approach. Schizophr Res 2019; 205:58-62. [PMID: 29793818 DOI: 10.1016/j.schres.2018.05.025] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2018] [Revised: 05/10/2018] [Accepted: 05/13/2018] [Indexed: 01/22/2023]
Abstract
BACKGROUND Converging evidence supports childhood trauma as possible causal risk for psychosis and related psychopathology. However, studies have shown that baseline psychotic symptoms may actually increase risk for subsequent victimization, suggesting that exposure to CT is not random but may result from pre-existing vulnerability. Therefore, studies testing whether the association between CT and psychopathology persists when accounting for gene-environment correlation are much needed. METHODS A monozygotic (MZ) twin differences approach was used to examine whether differences in CT exposure among MZ twin pairs would be associated with MZ differences in symptoms. As MZ twins are genetically identical, within-pair correlations between CT exposure and psychopathology rule out the possibility that the association is solely attributable to gene-environment correlation. 266 monozygotic twins (133 pairs) from a larger general population study were available for analysis. RESULTS CT was associated with symptoms of psychosis (B = 0.62; SE = 0.08, p < .001) and overall psychopathology (B = 43.13; SE = 6.27; p < .001). There were measurable differences within pairs in CT exposure and symptoms, allowing for meaningful within-pair differences. Within-pair differences in CT exposure were associated with within-pair differences in symptoms of psychosis (B = 0.35; SE = 0.16; p = .024), as well as with overall psychopathology (B = 29.22; SE = 12.24; p = .018), anxiety (B = 0.65; SE = 0.21; p = .002) and depression (B = 0.37; SE = 0.18; p = .043). CONCLUSION While it is not unlikely that pre-existing vulnerability may increase the risk for traumatic exposures, such gene-environment correlation does not explain away the association between CT and psychopathology. The present findings thus suggest that at least part of the association between CT and psychopathology may be causal.
Collapse
Affiliation(s)
- Aleksandra Lecei
- KU Leuven, Dept. of Neurosciences, Research Group Psychiatry, Center for Clinical Psychiatry, Leuven, Belgium
| | | | - Marc De Hert
- KU Leuven, Dept. of Neurosciences, Research Group Psychiatry, Center for Clinical Psychiatry, Leuven, Belgium; UPC KU Leuven, Leuven, Belgium
| | - Catherine Derom
- Center of Human Genetics, University Hospital Leuven, KU Leuven, Leuven, Belgium; Department of Obstetrics and Gynecology, Ghent University Hospitals, Ghent University, Ghent, Belgium
| | - Nele Jacobs
- Department of Psychiatry and Neuropsychology, Maastricht University Medical Centre, Maastricht, Netherlands; Faculty of Psychology and Educational Sciences, Open University of the Netherlands, Heerlen, Netherlands
| | - Claudia Menne-Lothmann
- Department of Psychiatry and Neuropsychology, Maastricht University Medical Centre, Maastricht, Netherlands
| | - Jim van Os
- Department of Psychosis Studies, Institute of Psychiatry, King's Health Partners, King's College London, London, United Kingdom; Department of Psychiatry, Brain Centre Rudolf Magnus, University Medical Centre Utrecht, Utrecht, Netherlands
| | - Evert Thiery
- Department of Neurology, Ghent University Hospital, Ghent University, Ghent, Belgium
| | - Bart P F Rutten
- Department of Psychiatry and Neuropsychology, Maastricht University Medical Centre, Maastricht, Netherlands
| | - Marieke Wichers
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, Groningen, Netherlands
| | - Ruud van Winkel
- KU Leuven, Dept. of Neurosciences, Research Group Psychiatry, Center for Clinical Psychiatry, Leuven, Belgium; UPC KU Leuven, Leuven, Belgium.
| |
Collapse
|
3
|
van Nierop M, Lecei A, Myin-Germeys I, Collip D, Viechtbauer W, Jacobs N, Derom C, Thiery E, van Os J, van Winkel R. Stress reactivity links childhood trauma exposure to an admixture of depressive, anxiety, and psychosis symptoms. Psychiatry Res 2018; 260:451-457. [PMID: 29272730 DOI: 10.1016/j.psychres.2017.12.012] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2017] [Revised: 12/06/2017] [Accepted: 12/07/2017] [Indexed: 12/18/2022]
Abstract
Childhood trauma exposure has been associated with a clinically relevant mixed phenotype of psychopathology composed of depressive, anxiety, and psychosis symptoms, across healthy and clinical samples. Altered stress-reactivity after exposure to childhood trauma may be a plausible underlying mechanism explaining this association. In a general population sample of female twins (T0 = 564; T1 = 483), associations between childhood trauma exposure and symptom profile (no symptoms, isolated symptoms, or a mixed phenotype) on the one hand, and daily life stress reactivity on the other were investigated. Daily life stress reactivity was measured using the Experience Sampling Method (ESM), and was defined as negative affect reactivity to minor daily life stressors. Individuals exposed to childhood trauma who reported a mixed phenotype of psychopathology showed a significant increase in emotional reactivity to daily life stress (activity and social stress), compared with trauma-exposed individuals without a mixed phenotype. In the trauma-exposed mixed phenotype group, increased emotional reactivity to event-stress predicted more severe symptoms at ± 14 month follow-up. This study found evidence that may link heightened emotional reactivity to stress in individuals with a trauma history to the risk for later comorbid psychopathology.
Collapse
Affiliation(s)
- Martine van Nierop
- KU Leuven, Department of Neuroscience, Research group Psychiatry, Center for Contextual Psychiatry, Leuven, Belgium.
| | - Aleksandra Lecei
- KU Leuven, Department of Neuroscience, Research group Psychiatry, Center for Clinical Psychiatry, Belgium
| | - Inez Myin-Germeys
- KU Leuven, Department of Neuroscience, Research group Psychiatry, Center for Contextual Psychiatry, Leuven, Belgium
| | - Dina Collip
- Maastricht University Medical Center, Dept. of Psychiatry & Neuropsychology, School for Mental Health & Neuroscience, Maastricht, The Netherlands
| | - Wolfgang Viechtbauer
- Maastricht University Medical Center, Dept. of Psychiatry & Neuropsychology, School for Mental Health & Neuroscience, Maastricht, The Netherlands
| | - Nele Jacobs
- Maastricht University Medical Center, Dept. of Psychiatry & Neuropsychology, School for Mental Health & Neuroscience, Maastricht, The Netherlands; Faculty of Psychology and Educational Sciences, Open University of the Netherlands, Heerlen, The Netherlands
| | - Catherine Derom
- Centre of Human Genetics, University Hospital Leuven, Dept. of Human Genetics, Leuven, Belgium; Department of Obstetrics and Gynaecology, Ghent University, Ghent, Belgium
| | - Evert Thiery
- Dept. of Neurology, Ghent University Hospital, Ghent, Belgium
| | - Jim van Os
- Maastricht University Medical Center, Dept. of Psychiatry & Neuropsychology, School for Mental Health & Neuroscience, Maastricht, The Netherlands; King's College London, King's Health Partners, Dept. of Psychosis Studies, Institute of Psychiatry, London, United Kingdom
| | - Ruud van Winkel
- University Psychiatric Center KU Leuven, Leuvensesteenweg 517, 3070 Kortenberg, Belgium; KU Leuven, Department of Neuroscience, Research group Psychiatry, Center for Clinical Psychiatry, Belgium
| |
Collapse
|
4
|
Review Article: The Role of Molecular Pathological Epidemiology in the Study of Neoplastic and Non-neoplastic Diseases in the Era of Precision Medicine. Epidemiology 2018; 27:602-11. [PMID: 26928707 DOI: 10.1097/ede.0000000000000471] [Citation(s) in RCA: 146] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Molecular pathology diagnostics to subclassify diseases based on pathogenesis are increasingly common in clinical translational medicine. Molecular pathological epidemiology (MPE) is an integrative transdisciplinary science based on the unique disease principle and the disease continuum theory. While it has been most commonly applied to research on breast, lung, and colorectal cancers, MPE can investigate etiologic heterogeneity in non-neoplastic diseases, such as cardiovascular diseases, obesity, diabetes mellitus, drug toxicity, and immunity-related and infectious diseases. This science can enhance causal inference by linking putative etiologic factors to specific molecular biomarkers as outcomes. Technological advances increasingly enable analyses of various -omics, including genomics, epigenomics, transcriptomics, proteomics, metabolomics, metagenomics, microbiome, immunomics, interactomics, etc. Challenges in MPE include sample size limitations (depending on availability of biospecimens or biomedical/radiological imaging), need for rigorous validation of molecular assays and study findings, and paucities of interdisciplinary experts, education programs, international forums, and standardized guidelines. To address these challenges, there are ongoing efforts such as multidisciplinary consortium pooling projects, the International Molecular Pathological Epidemiology Meeting Series, and the Strengthening the Reporting of Observational Studies in Epidemiology-MPE guideline project. Efforts should be made to build biorepository and biobank networks, and worldwide population-based MPE databases. These activities match with the purposes of the Big Data to Knowledge (BD2K), Genetic Associations and Mechanisms in Oncology (GAME-ON), and Precision Medicine Initiatives of the United States National Institute of Health. Given advances in biotechnology, bioinformatics, and computational/systems biology, there are wide open opportunities in MPE to contribute to public health.
Collapse
|
5
|
Van Assche E, Moons T, Cinar O, Viechtbauer W, Oldehinkel AJ, Van Leeuwen K, Verschueren K, Colpin H, Lambrechts D, Van den Noortgate W, Goossens L, Claes S, van Winkel R. Gene-based interaction analysis shows GABAergic genes interacting with parenting in adolescent depressive symptoms. J Child Psychol Psychiatry 2017; 58:1301-1309. [PMID: 28660714 DOI: 10.1111/jcpp.12766] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/25/2017] [Indexed: 01/19/2023]
Abstract
BACKGROUND Most gene-environment interaction studies (G × E) have focused on single candidate genes. This approach is criticized for its expectations of large effect sizes and occurrence of spurious results. We describe an approach that accounts for the polygenic nature of most psychiatric phenotypes and reduces the risk of false-positive findings. We apply this method focusing on the role of perceived parental support, psychological control, and harsh punishment in depressive symptoms in adolescence. METHODS Analyses were conducted on 982 adolescents of Caucasian origin (Mage (SD) = 13.78 (.94) years) genotyped for 4,947 SNPs in 263 genes, selected based on a literature survey. The Leuven Adolescent Perceived Parenting Scale (LAPPS) and the Parental Behavior Scale (PBS) were used to assess perceived parental psychological control, harsh punishment, and support. The Center for Epidemiologic Studies Depression Scale (CES-D) was the outcome. We used gene-based testing taking into account linkage disequilibrium to identify genes containing SNPs exhibiting an interaction with environmental factors yielding a p-value per single gene. Significant results at the corrected p-value of p < 1.90 × 10-4 were examined in an independent replication sample of Dutch adolescents (N = 1354). RESULTS Two genes showed evidence for interaction with perceived support: GABRR1 (p = 4.62 × 10-5 ) and GABRR2 (p = 9.05 × 10-6 ). No genes interacted significantly with psychological control or harsh punishment. Gene-based analysis was unable to confirm the interaction of GABRR1 or GABRR2 with support in the replication sample. However, for GABRR2, but not GABRR1, the correlation of the estimates between the two datasets was significant (r (46) = .32; p = .027) and a gene-based analysis of the combined datasets supported GABRR2 × support interaction (p = 1.63 × 10-4 ). CONCLUSIONS We present a gene-based method for gene-environment interactions in a polygenic context and show that genes interact differently with particular aspects of parenting. This accentuates the importance of polygenic approaches and the need to accurately assess environmental exposure in G × E.
Collapse
Affiliation(s)
- Evelien Van Assche
- GRASP-Research Group, Department of Neuroscience, KU Leuven, Leuven, Belgium.,University Psychiatric Center, KU Leuven, Leuven, Belgium
| | - Tim Moons
- GRASP-Research Group, Department of Neuroscience, KU Leuven, Leuven, Belgium.,OPZ Geel, Geel, Belgium
| | - Ozan Cinar
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Wolfgang Viechtbauer
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Albertine J Oldehinkel
- University Medical Center Groningen, Groningen, The Netherlands.,Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, Groningen, The Netherlands
| | - Karla Van Leeuwen
- Parenting and Special Education Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Karine Verschueren
- School Psychology and Child and Adolescent Development Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Hilde Colpin
- School Psychology and Child and Adolescent Development Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Diether Lambrechts
- Vesalius Research Center, VIB, Leuven, Belgium.,Laboratory for Translational Genetics, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Wim Van den Noortgate
- Department of Methodology of Educational Sciences, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Luc Goossens
- School Psychology and Child and Adolescent Development Research Unit, Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium
| | - Stephan Claes
- GRASP-Research Group, Department of Neuroscience, KU Leuven, Leuven, Belgium.,University Psychiatric Center, KU Leuven, Leuven, Belgium
| | - Ruud van Winkel
- Department of Neuroscience, Center for Contextual Psychiatry, KU Leuven, Leuven, Belgium
| |
Collapse
|
6
|
van Nierop M, Bak M, de Graaf R, Ten Have M, van Dorsselaer S, van Winkel R. The functional and clinical relevance of childhood trauma-related admixture of affective, anxious and psychosis symptoms. Acta Psychiatr Scand 2016; 133:91-101. [PMID: 25961128 DOI: 10.1111/acps.12437] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/16/2015] [Indexed: 01/22/2023]
Abstract
OBJECTIVE Previous work has shown that across different patient samples, patients with childhood trauma are more likely to have co-occurrence of affective, anxious and psychosis symptoms than non-traumatized patients. However, the clinical relevance of trauma-related admixture remains to be established. METHOD We examined patients with mood disorder (NEMESIS-2; n = 1260), anxiety disorder (NEMESIS-2; n = 896) or psychotic disorder (GROUP; n = 532) in terms of symptom profiles, quality of life (QOL) and social functioning. RESULTS Results showed that mood disorder patients with both trauma and co-occurrence of affective, anxious and psychosis symptoms had a lower QOL (B-12.6, 95% CI -17.7 to -7.5, P < 0.001), more help-seeking behaviour [odds ratio (OR) 2.5, 95% CI 1.1-5.7, P = 0.031] and higher prevalence of substance use disorders (OR 7.8, 95% CI 1.1-58.0, P = 0.044), compared with patients without trauma history and symptom admixture (Trauma-/CL-). Similar results were found in patients with an anxiety disorder. Traumatized patients with a psychotic disorder and admixture showed lower QOL (B-0.6, 95% CI -0.9 to -0.4, P < 0.001), higher prevalence of drug disorders (OR 2.2, 95% CI 1.2-3.9, P = 0.008) and lower global assessment of functioning (B-12.8, 95% CI -17.1 to -8.5, P < 0.001) than Trauma-/CL- patients. CONCLUSION Stratification according to childhood trauma exposure thus identifies a phenotype characterized by admixture of affective, anxiety and psychotic symptoms that, when combined, has clinical relevance. Identification of functionally meaningful aetiological subgroups may aid clinical practice.
Collapse
Affiliation(s)
- M van Nierop
- Department of Psychiatry & Psychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - M Bak
- Department of Psychiatry & Psychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - R de Graaf
- Netherlands Institute of Mental Health and Addiction, Utrecht, the Netherlands
| | - M Ten Have
- Netherlands Institute of Mental Health and Addiction, Utrecht, the Netherlands
| | - S van Dorsselaer
- Netherlands Institute of Mental Health and Addiction, Utrecht, the Netherlands
| | | | - R van Winkel
- Department of Psychiatry & Psychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, the Netherlands.,University Psychiatric Center KU Leuven, Department of Psychiatry, Leuven, Belgium
| |
Collapse
|
7
|
Nishi A, Milner DA, Giovannucci EL, Nishihara R, Tan AS, Kawachi I, Ogino S. Integration of molecular pathology, epidemiology and social science for global precision medicine. Expert Rev Mol Diagn 2015; 16:11-23. [PMID: 26636627 PMCID: PMC4713314 DOI: 10.1586/14737159.2016.1115346] [Citation(s) in RCA: 74] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The precision medicine concept and the unique disease principle imply that each patient has unique pathogenic processes resulting from heterogeneous cellular genetic and epigenetic alterations and interactions between cells (including immune cells) and exposures, including dietary, environmental, microbial and lifestyle factors. As a core method field in population health science and medicine, epidemiology is a growing scientific discipline that can analyze disease risk factors and develop statistical methodologies to maximize utilization of big data on populations and disease pathology. The evolving transdisciplinary field of molecular pathological epidemiology (MPE) can advance biomedical and health research by linking exposures to molecular pathologic signatures, enhancing causal inference and identifying potential biomarkers for clinical impact. The MPE approach can be applied to any diseases, although it has been most commonly used in neoplastic diseases (including breast, lung and colorectal cancers) because of availability of various molecular diagnostic tests. However, use of state-of-the-art genomic, epigenomic and other omic technologies and expensive drugs in modern healthcare systems increases racial, ethnic and socioeconomic disparities. To address this, we propose to integrate molecular pathology, epidemiology and social science. Social epidemiology integrates the latter two fields. The integrative social MPE model can embrace sociology, economics and precision medicine, address global health disparities and inequalities, and elucidate biological effects of social environments, behaviors and networks. We foresee advancements of molecular medicine, including molecular diagnostics, biomedical imaging and targeted therapeutics, which should benefit individuals in a global population, by means of an interdisciplinary approach of integrative MPE and social health science.
Collapse
Affiliation(s)
- Akihiro Nishi
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| | - Danny A Milner
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| | - Edward L. Giovannucci
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| | - Reiko Nishihara
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| | - Andy S. Tan
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| | - Ichiro Kawachi
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| | - Shuji Ogino
- Yale Institute for Network Science, New Haven, CT, USA (AN); Department of Sociology, Yale University, New Haven, CT, USA (AN); Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (DAM, SO); Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA (DAM); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN, SO); Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA (ELG, RN); Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA (ELG); Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA (RN); Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA (RN, AST, SO); Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA (AST, IK)
| |
Collapse
|
8
|
Nishihara R, VanderWeele TJ, Shibuya K, Mittleman MA, Wang M, Field AE, Giovannucci E, Lochhead P, Ogino S. Molecular pathological epidemiology gives clues to paradoxical findings. Eur J Epidemiol 2015; 30:1129-35. [PMID: 26445996 PMCID: PMC4639412 DOI: 10.1007/s10654-015-0088-4] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Accepted: 09/26/2015] [Indexed: 12/23/2022]
Abstract
A number of epidemiologic studies have described what appear to be paradoxical associations, where an incongruous relationship is observed between a certain well-established risk factor for disease incidence and favorable clinical outcome among patients with that disease. For example, the "obesity paradox" represents the association between obesity and better survival among patients with a certain disease such as coronary heart disease. Paradoxical observations cause vexing clinical and public health problems as they raise questions on causal relationships and hinder the development of effective interventions. Compelling evidence indicates that pathogenic processes encompass molecular alterations within cells and the microenvironment, influenced by various exogenous and endogenous exposures, and that interpersonal heterogeneity in molecular pathology and pathophysiology exists among patients with any given disease. In this article, we introduce methods of the emerging integrative interdisciplinary field of molecular pathological epidemiology (MPE), which is founded on the unique disease principle and disease continuum theory. We analyze and decipher apparent paradoxical findings, utilizing the MPE approach and available literature data on tumor somatic genetic and epigenetic characteristics. Through our analyses in colorectal cancer, renal cell carcinoma, and glioblastoma (malignant brain tumor), we can readily explain paradoxical associations between disease risk factors and better prognosis among disease patients. The MPE paradigm and approach can be applied to not only neoplasms but also various non-neoplastic diseases where there exists indisputable ubiquitous heterogeneity of pathogenesis and molecular pathology. The MPE paradigm including consideration of disease heterogeneity plays an essential role in advancements of precision medicine and public health.
Collapse
Affiliation(s)
- Reiko Nishihara
- Department of Nutrition, Harvard T.H. Chan School of Public Health, 655 Huntington Ave., Boston, MA, 02115, USA.
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, 450 Brookline Ave., Boston, MA, 02215, USA.
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Japan.
| | - Tyler J VanderWeele
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
| | - Kenji Shibuya
- Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Japan
| | - Murray A Mittleman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
- Cardiovascular Epidemiology Research Unit, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 375 Longwood Ave., Boston, MA, USA
| | - Molin Wang
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 181 Longwood Ave., Boston, MA, 02115, USA
| | - Alison E Field
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 181 Longwood Ave., Boston, MA, 02115, USA
- Division of Adolescent Medicine, Boston Children's Hospital, 300 Longwood Ave., Boston, MA, 02115, USA
- Department of Epidemiology, Brown University, 121 South Main Street, Providence, RI, 02912, USA
| | - Edward Giovannucci
- Department of Nutrition, Harvard T.H. Chan School of Public Health, 655 Huntington Ave., Boston, MA, 02115, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 181 Longwood Ave., Boston, MA, 02115, USA
| | - Paul Lochhead
- Division of Gastroenterology, Massachusetts General Hospital, Boston, MA, USA
| | - Shuji Ogino
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, 450 Brookline Ave., Boston, MA, 02215, USA.
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave., Boston, MA, 02115, USA.
- Department of Pathology, Brigham and Women's Hospital, Boston, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
| |
Collapse
|
9
|
A Rosetta stone for epidemiology: genomic risk profile scores contain clues related to modifiable risk factors. Epidemiol Psychiatr Sci 2015; 24:1-5. [PMID: 25338514 PMCID: PMC4411742 DOI: 10.1017/s2045796014000651] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
|