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Kowalec K, Harder A, Dolovich C, Fitzgerald KC, Salter A, Lu Y, Bernstein CN, Bolton JM, Cutter G, Fisk JD, Gelernter J, Graff LA, Hägg S, Hitchon CA, Levey DF, Lublin FD, McKay KA, Patten S, Patki A, Stein MB, Tiwari HK, Wolinsky JS, Marrie RA. Polygenic liability for anxiety in association with comorbid anxiety in multiple sclerosis. Ann Clin Transl Neurol 2024; 11:1393-1404. [PMID: 38715244 PMCID: PMC11187942 DOI: 10.1002/acn3.52025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 02/03/2024] [Indexed: 06/20/2024] Open
Abstract
OBJECTIVE Comorbid anxiety occurs often in MS and is associated with disability progression. Polygenic scores offer a possible means of anxiety risk prediction but often have not been validated outside the original discovery population. We aimed to investigate the association between the Generalized Anxiety Disorder 2-item scale polygenic score with anxiety in MS. METHODS Using a case-control design, participants from Canadian, UK Biobank, and United States cohorts were grouped into cases (MS/comorbid anxiety) or controls (MS/no anxiety, anxiety/no immune disease or healthy). We used multiple anxiety measures: current symptoms, lifetime interview-diagnosed, and lifetime self-report physician-diagnosed. The polygenic score was computed for current anxiety symptoms using summary statistics from a previous genome-wide association study and was tested using regression. RESULTS A total of 71,343 individuals of European genetic ancestry were used: Canada (n = 334; 212 MS), UK Biobank (n = 70,431; 1,390 MS), and the USA (n = 578 MS). Meta-analyses identified that in MS, each 1-SD increase in the polygenic score was associated with ~50% increased odds of comorbid moderate anxious symptoms compared to those with less than moderate anxious symptoms (OR: 1.47, 95% CI: 1.09-1.99). We found a similar direction of effects in the other measures. MS had a similar anxiety genetic burden compared to people with anxiety as the index disease. INTERPRETATION Higher genetic burden for anxiety was associated with significantly increased odds of moderate anxious symptoms in MS of European genetic ancestry which did not differ from those with anxiety and no comorbid immune disease. This study suggests a genetic basis for anxiety in MS.
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Affiliation(s)
- Kaarina Kowalec
- Rady Faculty of Health SciencesUniversity of ManitobaWinnipegCanada
- Department of Medical Epidemiology & BiostatisticsKarolinska InstitutetSolnaSweden
| | - Arvid Harder
- Department of Medical Epidemiology & BiostatisticsKarolinska InstitutetSolnaSweden
| | - Casandra Dolovich
- Department of Internal MedicineMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
| | | | - Amber Salter
- Department of NeurologyUT SouthwesternDallasTexasUSA
| | - Yi Lu
- Department of Medical Epidemiology & BiostatisticsKarolinska InstitutetSolnaSweden
| | - Charles N. Bernstein
- Department of Internal MedicineMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
| | - James M. Bolton
- Department of PsychiatryMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
| | - Gary Cutter
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - John D. Fisk
- Nova Scotia Health and Departments of Psychiatry, Psychology & Neuroscience, and MedicineDalhousie UniversityHalifaxNova ScotiaCanada
| | - Joel Gelernter
- Department of PsychiatryYale University, School of MedicineNew HavenConnecticutUSA
- Department of PsychiatryVA Connecticut Healthcare SystemNew HavenConnecticutUSA
| | - Lesley A. Graff
- Department of Clinical Health PsychologyMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
| | - Sara Hägg
- Department of Medical Epidemiology & BiostatisticsKarolinska InstitutetSolnaSweden
| | - Carol A. Hitchon
- Department of RheumatologyMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
| | - Daniel F. Levey
- Department of PsychiatryYale University, School of MedicineNew HavenConnecticutUSA
- Department of PsychiatryVA Connecticut Healthcare SystemNew HavenConnecticutUSA
| | - Fred D. Lublin
- Icahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Kyla A. McKay
- Department of Clinical NeuroscienceKarolinska InstitutetSolnaSweden
| | - Scott Patten
- Department of Community Health SciencesCumming School of Medicine, University of CalgaryCalgaryCanada
| | - Amit Patki
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Murray B. Stein
- Department of PsychiatryMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Hemant K. Tiwari
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Jerry S. Wolinsky
- Department of NeurologyMcGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth)HoustonTexasUSA
| | - Ruth A. Marrie
- Department of Internal MedicineMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
- Department of Community Health SciencesMax Rady College of Medicine, Rady Faculty of Health Sciences, University of ManitobaWinnipegCanada
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Polick CS, Darwish H, de Olivera LP, Watson A, Vissoci JRN, Calhoun PS, Ploutz-Snyder R, Connell CM, Braley TJ, Stoddard SA. Resilience, mental health, sleep, and smoking mediate pathways between lifetime stressors and Multiple Sclerosis severity. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.06.24302405. [PMID: 38370736 PMCID: PMC10871453 DOI: 10.1101/2024.02.06.24302405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Abstract
Intro Lifetime stressors (e.g., poverty, violence, discrimination) have been linked to Multiple Sclerosis (MS) features; yet mechanistic pathways and relationships with cumulative disease severity remain nebulous. Further, protective factors like resilience, that may attenuate the effects of stressors on outcomes, are seldom evaluated. Aim To deconstruct pathways between lifetime stressors and cumulative severity on MS outcomes, accounting for resilience. Methods Adults with MS (N=924) participated in an online survey through the National MS Society listserv. Structural Equation Modeling was used to examine the direct and indirect effect of lifetime stressors (count/severity) on MS severity (self-reported disability, relapse burden, fatigue, pain intensity and interference), via resilience, mental health (anxiety and depression), sleep disturbance, and smoking. Results The final analytic model had excellent fit (GFI=0.998). Lifetime stressors had a direct relationship with MS severity (β=0.27, p<.001). Resilience, mental health, sleep disturbance, and smoking significantly mediated the relationship between lifetime stressors and MS severity. The total effect of mediation was significant (β=0.45). Conclusions This work provides foundational evidence to inform conceptualization of pathways by which stress could influence MS disease burden. Resilience may attenuate effects of stressors, while poor mental health, smoking, and sleep disturbances may exacerbate their impact. Parallel with usual care, these mediators could be targets for early multimodal therapies to improve disease course.
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Affiliation(s)
- Carri S Polick
- School of Nursing, Duke University, Durham, NC, USA
- VA Healthcare System, Durham, NC, USA
| | - Hala Darwish
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI, USA
- School of Nursing, University of Michigan, Ann Arbor, MI, USA
| | | | - Ali Watson
- School of Medicine, Duke University, Durham, NC, USA
| | | | - Patrick S Calhoun
- VA Healthcare System, Durham, NC, USA
- Department of Psychiatry, Duke University, Durham, NC, USA
| | | | | | - Tiffany J Braley
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI, USA
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Eid K, Bjørk MH, Gilhus NE, Torkildsen Ø. Adverse Childhood Experiences and the Risk of Multiple Sclerosis Development: A Review of Potential Mechanisms. Int J Mol Sci 2024; 25:1520. [PMID: 38338799 PMCID: PMC10855716 DOI: 10.3390/ijms25031520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 01/16/2024] [Accepted: 01/24/2024] [Indexed: 02/12/2024] Open
Abstract
Adverse childhood experiences (ACEs), such as abuse, neglect, and household dysfunction, contribute to long-term systemic toxic stress and inflammation that may last well into adulthood. Such early-life stressors have been associated with increased susceptibility to multiple sclerosis (MS) in observational studies and with the development of experimental autoimmune encephalomyelitis in animal models. In this review, we summarize the evidence for an ACE-mediated increase in MS risk, as well as the potential mechanisms for this association. ACEs dysregulate neurodevelopment, stress responses, and immune reactivity; they also alter the interplay between the immune system and neural networks. All of this may be relevant for MS risk. We further discuss how ACEs induce epigenetic changes and how the toxic stress caused by ACEs may reactivate the Epstein-Barr Virus (EBV), a key risk factor for MS. We conclude by suggesting new initiatives to obtain further insights into this topic.
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Affiliation(s)
- Karine Eid
- Department of Neurology, Haukeland University Hospital, Jonas Lies vei 71, 5053 Bergen, Norway; (M.-H.B.); (N.E.G.)
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway;
| | - Marte-Helene Bjørk
- Department of Neurology, Haukeland University Hospital, Jonas Lies vei 71, 5053 Bergen, Norway; (M.-H.B.); (N.E.G.)
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway;
- NorHead, Norwegian Center for Headache Research, 5021 Bergen, Norway
| | - Nils Erik Gilhus
- Department of Neurology, Haukeland University Hospital, Jonas Lies vei 71, 5053 Bergen, Norway; (M.-H.B.); (N.E.G.)
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway;
| | - Øivind Torkildsen
- Department of Clinical Medicine, University of Bergen, 5021 Bergen, Norway;
- Neuro-SysMed, Department of Neurology, Haukeland University Hospital, 5021 Bergen, Norway
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Chertcoff AS, Yusuf FLA, Zhu F, Evans C, Fisk JD, Zhao Y, Marrie RA, Tremlett H. Psychiatric Comorbidity During the Prodromal Period in Patients With Multiple Sclerosis. Neurology 2023; 101:e2026-e2034. [PMID: 37748884 PMCID: PMC10662981 DOI: 10.1212/wnl.0000000000207843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 08/03/2023] [Indexed: 09/27/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Psychiatric morbidity is common after a multiple sclerosis (MS) diagnosis. However, little is known about psychiatric comorbidity during the prodromal phase (before MS onset). To compare the prevalence and relative burden of psychiatric morbidity in individuals with MS with matched controls before MS onset. METHODS Using linked administrative and clinical data from British Columbia, Canada, we identified cases with MS through a validated algorithm or from neurologist-diagnosed MS clinic attendees. Cases were matched by age, sex, and geographical location with up to 5 general population controls. We identified psychiatric morbidity through a validated definition and determined its prevalence in cases/controls in the 5 years before the first demyelinating claim of cases with MS ("administrative cohort") or symptom onset ("clinical cohort") and estimated case/control prevalence ratios with 95% CIs. We also compared the yearly number of physician visits for psychiatric morbidity, visits to psychiatrists, psychiatric-related admissions, and psychotropic dispensations pre-MS onset in cases/controls regardless of whether psychiatric morbidity algorithm was fulfilled using negative binomial regression fitted through generalized estimating equations; results were reported as adjusted rate ratios with 95% CIs. We assessed yearly trends through interaction terms between cases/controls and each year pre-MS onset. RESULTS The administrative cohort comprised 6,863/31,865 cases/controls; the clinical cohort comprised 966/4,534 cases/controls. Over the entire 5-year period pre-MS onset, 28.0% (1,920/6,863) of cases and 14.9% (4,738/31,865) of controls (administrative cohort) had psychiatric morbidity, as did 22.0% (213/966) of clinical cases and 14.1% (638/4,534) controls. Psychiatric morbidity prevalence ratios ranged from 1.58; 95% CI 1.38-1.81 (clinical cohort) to 1.91; 95% CI 1.83-2.00 (administrative cohort). In the administrative cohort, health care use was higher for cases in each year pre-MS onset (all 95% CIs >1); physician visits were 78% higher in year 5 pre-MS onset and 124% 1 year before; visits to psychiatrists were 132% higher in year 5 and 146% in year 1; hospitalizations were 129% higher in year 5 and 197% in year 1; and prescription dispensations were 72% higher in year 5 and 100% in year 1. Results were not significant in the clinical cohort. DISCUSSION Psychiatric morbidity represents a significant burden before MS onset and may be a feature of the MS prodrome.
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Affiliation(s)
- Anibal S Chertcoff
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Fardowsa L A Yusuf
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Feng Zhu
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Charity Evans
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - John D Fisk
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Yinshan Zhao
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Ruth Ann Marrie
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Helen Tremlett
- From the Faculty of Medicine (Neurology) (A.S.C., F.L.A.Y., F.Z., Y.Z., H.T.), University of British Columbia and The Djavad Mowafaghian Center for Brain Health; School of Population and Public Health (F.L.A.Y.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan, Saskatoon; Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine (J.D.F.), Dalhousie University, Halifax; and Departments of Internal Medicine and Community Health Sciences (R.A.M.), Health Sciences Center, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada.
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Polick CS, Ploutz-Snyder R, Braley TJ, Connell CM, Stoddard SA. Fatigue, pain interference, and psychiatric morbidity in multiple sclerosis: The role of childhood stress. PLoS One 2023; 18:e0292233. [PMID: 37851620 PMCID: PMC10584096 DOI: 10.1371/journal.pone.0292233] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 09/15/2023] [Indexed: 10/20/2023] Open
Abstract
BACKGROUND Multiple sclerosis (MS) is a progressive, autoimmune disease of the central nervous system that affects nearly one million Americans. Despite the existence of immunomodulatory therapies to slow physical and cognitive disability progression, interventions to ameliorate common symptoms of MS, including fatigue and pain, remain limited. Poor understanding of risk factors for these symptoms may contribute to treatment challenges. In recent years, childhood stress has been investigated as a risk factor for chronic autoimmune conditions including MS; yet remarkably few studies have investigated the relationship between childhood stressors and chronic MS symptoms. Our aim was to examine clusters of stressors and three key features of MS: fatigue, pain interference, and psychiatric morbidity. METHODS Cross-sectional data were collected from a sample of People with MS (PwMS) via a national web-based survey that assessed the presence and type of childhood stressors and MS clinical features. Hierarchical block regression was used to assess associations among emotional, physical, and environmental childhood stressors and three clinical features commonly experienced by PwMS. RESULTS N = 719 adults with MS (aged 21-85) completed the survey. Childhood emotional and physical stressors were significantly associated with overall presence of fatigue (p = 0.02; p<0.03) and pain interference (p<0.001; p<0.001) in adulthood, as well as the magnitude of both outcomes. Environmental stressors (p<0.001), in addition to emotional (p<0.001) and physical (p<0.001) stressors were significantly associated with psychiatric morbidity in PwMS. CONCLUSION Childhood stress may predict fatigue, psychiatric morbidity, and pain in adults with MS. Further research is needed to show cause and effect; however, if an association exists, strategies to mitigate the impact of childhood stress could offer new pathways to reduce the severity of these symptoms. Broadly, this work adds to the body of evidence supporting upstream preventive measures to help address the stress on children and families.
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Affiliation(s)
- Carri S. Polick
- School of Nursing, Duke University, Durham, NC, United States of America
- Durham VA Health Care System, Durham, NC, United States of America
| | - Robert Ploutz-Snyder
- School of Nursing, University of Michigan, Ann Arbor, MI, United States of America
| | - Tiffany J. Braley
- Division of Multiple Sclerosis & Neuroimmunology, Department of Neurology, Michigan Medicine, Ann Arbor, MI, United States of America
| | - Cathleen M. Connell
- School of Public Health, University of Michigan, Ann Arbor, MI, United States of America
| | - Sarah A. Stoddard
- School of Nursing, University of Michigan, Ann Arbor, MI, United States of America
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Guerrero KS, Horton MK, Choudhary V, Bellesis KH, Dorin P, Mei J, Chinn T, Meyers TJ, Schaefer CA, Barcellos LF. Adverse childhood experiences in early life increase the odds of depression among adults with multiple sclerosis. Mult Scler J Exp Transl Clin 2023; 9:20552173231202638. [PMID: 37808459 PMCID: PMC10552460 DOI: 10.1177/20552173231202638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 09/05/2023] [Indexed: 10/10/2023] Open
Abstract
Background Adverse childhood experiences are demonstrated risk factors for depression, a common co-morbidity of multiple sclerosis, but are understudied among people with multiple sclerosis. Objective Estimate the association between adverse childhood experiences and depression among 1,990 adults with multiple sclerosis. Methods Participants were members of Kaiser Permanente Northern California from two studies between 2006 and 2021 and were diagnosed with multiple sclerosis by a neurologist. Adverse childhood experiences were assessed using two instruments, including the Behavioral Risk Factor Surveillance System. Participants self-reported ever experiencing a major depressive episode. Meta-analysis random effects models and logistic regression were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) to assess the relationship between adverse childhood experiences and a history of depression across study samples. Adverse childhood experiences were expressed as any/none, individual events, and counts. Models adjusted for sex, birth year, race, and ethnicity. Results Exposure to any adverse childhood experiences increased the odds of depression in people with multiple sclerosis (OR: 1.71, 95% CI: 1.21-2.42). Several individual adverse childhood experiences were also strongly associated with depression, including "significant abuse or neglect" (OR: 2.79, 95% CI: 2.11-3.68). Conclusion Findings suggest that adverse childhood experiences are associated with depression among people with multiple sclerosis. Screening for depression should be done regularly, especially among people with multiple sclerosis with a history of adverse childhood experiences.
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Affiliation(s)
| | - Mary K Horton
- Division of Epidemiology, School of Public Health, University of California Berkeley, CA, USA
| | | | | | | | | | | | | | | | - Lisa F Barcellos
- Division of Epidemiology, School of Public Health, University of California Berkeley, CA, USA
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Marrie RA. The Barancik lecture: Comorbidity in multiple sclerosis-Looking backward, looking forward. Mult Scler 2023; 29:1049-1056. [PMID: 37125430 PMCID: PMC10413784 DOI: 10.1177/13524585231167740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 03/11/2023] [Accepted: 03/19/2023] [Indexed: 05/02/2023]
Abstract
Comorbidity is highly prevalent in people with multiple sclerosis (MS) throughout their disease course. In the last 15 years, our understanding of the association between comorbidity and outcomes such as relapses, disability progressive, health-related quality of life, health care use, and mortality has grown substantially. The broad adverse impacts of comorbidity on these outcomes point to the need to prevent and treat comorbidity effectively in people with MS. This requires having the necessary tools to evaluate comorbidity, an understanding of how MS affects management of comorbidity now, testing of interventions tailored to people with MS, and determining the best models of care to optimize comorbidity management.
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Affiliation(s)
- Ruth Ann Marrie
- Department of Internal Medicine, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada/Department of Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
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Rehan ST, Khan Z, Shuja SH, Salman A, Hussain HU, Abbasi MS, Razak S, Cheema HA, Swed S, Surani S. Association of adverse childhood experiences with adulthood multiple sclerosis: A systematic review of observational studies. Brain Behav 2023; 13:e3024. [PMID: 37128143 PMCID: PMC10275535 DOI: 10.1002/brb3.3024] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 03/12/2023] [Accepted: 04/10/2023] [Indexed: 05/03/2023] Open
Abstract
INTRODUCTION Adverse childhood experiences (ACEs) are proposed to increase the risk of developing multiple sclerosis (MS) later in life. This systematic review aimed to explore the correlation between ACEs and MS development, age of onset, quality of life in MS patients and MS relapse rates. METHODS We searched a total of six databases in June 2022 and retrieved the relevant studies. The population included adult (18+) individuals who either had been diagnosed or were at risk for developing MS and also had exposure to ACEs. Our primary outcomes include the risks of MS development, age of MS onset, and MS relapse rate in patients who were exposed to different types of ACEs. RESULTS A total of 11 studies were included in our review. A study reported that among 300 women diagnosed with MS, 71 (24%) reported a history of childhood abuse; moreover, with further research, it was concluded that ACEs were associated with the development of MS. Abuse that occurred 2-3 times per week was associated with an 18.81-fold increased risk of having MS when compared to the unexposed sample. The relapse rate of MS was found to be substantially greater in severe cases of ACEs compared to individuals who did not report any ACEs. CONCLUSIONS Results support a significant association between ACEs and the development of MS; individuals with a positive history of ACEs develop MS symptoms earlier. Moreover, the severity of ACEs is also linked with increased relapse rates of MS.
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Affiliation(s)
| | - Zayeema Khan
- Department of MedicineDow University of Health SciencesKarachiPakistan
| | - Syed Hasan Shuja
- Department of MedicineDow University of Health SciencesKarachiPakistan
| | - Afia Salman
- Department of MedicineDow University of Health SciencesKarachiPakistan
| | - Hassan ul Hussain
- Department of MedicineDow University of Health SciencesKarachiPakistan
| | | | - Sufyan Razak
- Department of MedicineDow University of Health SciencesKarachiPakistan
| | | | - Sarya Swed
- Faculty of MedicineAleppo UniversityAleppoSyria
| | - Salim Surani
- Adjunct Clinical Professor of MedicineTexas A&M UniversityCollege StationTexasUSA
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Marrie RA, Fisk JD, Fitzgerald K, Kowalec K, Maxwell C, Rotstein D, Salter A, Tremlett H. Etiology, effects and management of comorbidities in multiple sclerosis: recent advances. Front Immunol 2023; 14:1197195. [PMID: 37325663 PMCID: PMC10266935 DOI: 10.3389/fimmu.2023.1197195] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 05/19/2023] [Indexed: 06/17/2023] Open
Abstract
Comorbid conditions commonly affect people with multiple sclerosis (MS). Population-based studies indicate that people with MS have an increased incidence of ischemic heart disease, cerebrovascular disease, peripheral vascular disease, and psychiatric disorders as compared to people without MS. People with MS from underrepresented minority and immigrant groups have higher comorbidity burdens. Comorbidities exert effects throughout the disease course, from symptom onset through diagnosis to the end of life. At the individual level, comorbidity is associated with higher relapse rates, greater physical and cognitive impairments, lower health-related quality of life, and increased mortality. At the level of the health system and society, comorbidity is associated with increased health care utilization, costs and work impairment. A nascent literature suggests that MS affects outcomes from comorbidities. Comorbidity management needs to be integrated into MS care, and this would be facilitated by determining optimal models of care.
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Affiliation(s)
- Ruth Ann Marrie
- Department of Internal Medicine, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
- Department of Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - John D. Fisk
- Nova Scotia Health and the Departments of Psychiatry, Psychology & Neuroscience, and Medicine, Dalhousie University, Halifax, NS, Canada
| | - Kathryn Fitzgerald
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Kaarina Kowalec
- College of Pharmacy, University of Manitoba, Winnipeg, MB, Canada
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
| | - Colleen Maxwell
- Schools of Pharmacy and Public Health & Health Systems, University of Waterloo, Waterloo, ON, Canada
| | - Dalia Rotstein
- Department of Medicine, University of Toronto, Toronto, ON, Canada
- St. Michael’s Hospital, Toronto, ON, Canada
| | - Amber Salter
- Department of Neurology, UT Southwestern, Dallas, TX, United States
| | - Helen Tremlett
- Department of Medicine (Neurology) and the Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
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10
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Polick CS, Polick SR, Stoddard SA. Relationships between childhood trauma and multiple sclerosis: A systematic review. J Psychosom Res 2022; 160:110981. [PMID: 35779440 DOI: 10.1016/j.jpsychores.2022.110981] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 06/21/2022] [Accepted: 06/22/2022] [Indexed: 11/19/2022]
Abstract
OBJECTIVE Adverse Childhood Experiences (ACEs), such as physical, emotional, and sexual abuse trigger inflammatory changes and have been associated with many causes of morbidity and mortality, including autoimmune diseases. Although Multiple Sclerosis (MS) is a debilitating neurological autoimmune disease, literature linking ACEs and MS is understudied. The aim of this review was to examine the 1) state of the literature, and 2) relationships between childhood adversity and the prevalence and physical clinical features of MS (e.g., age at onset, relapses, pain, fatigue, disability). METHODS A comprehensive search was preformed through five databases and by hand using the ancestry and descendancy approach for connections to papers published through January 20th, 2022. Studies were screened by independent reviewers using Rayyan.ai, and critically appraised for both quality and reporting transparency. RESULTS Twelve studies examined relationships between any ACE(s) and the prevalence or physical clinical features of MS. There was considerable variance in the measurement of stressors, confounders, and categorization of MS; however most studies (n = 10) demonstrated an association between ACEs and MS (alone or grouped with other similar diagnoses), or physical clinical features. CONCLUSION Although there are few studies in this area, it is of quickly growing interest. These results should be cautiously interpreted, yet highlight the need for continued work to disentangle and discern true associations.
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Affiliation(s)
- Carri S Polick
- University of Michigan, School of Nursing, Ann Arbor, MI, United States of America.
| | - Scott R Polick
- Department of Psychiatry, St. Joseph Mercy Health System, Ann Arbor, MI, United States of America.
| | - Sarah A Stoddard
- University of Michigan, School of Nursing, Ann Arbor, MI, United States of America.
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11
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Eid K, Torkildsen Ø, Aarseth J, Celius EG, Cortese M, Holmøy T, Kapali A, Myhr KM, Torkildsen CF, Wergeland S, Gilhus NE, Bjørk MH. Abuse and revictimization in adulthood in multiple sclerosis: a cross-sectional study during pregnancy. J Neurol 2022; 269:5901-5909. [PMID: 35780399 PMCID: PMC9553842 DOI: 10.1007/s00415-022-11249-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 06/17/2022] [Accepted: 06/20/2022] [Indexed: 11/30/2022]
Abstract
Background Knowledge concerning exposure to abuse in adulthood and in pregnancy in people with multiple sclerosis (MS) is sparse. Objective To determine the occurrence of adult abuse and abuse in relation to pregnancy in women with MS and their risk of revictimization (repeated abuse as adults after childhood abuse). Methods This cross-sectional study comprised pregnant women from the Norwegian Mother, Father and Child Cohort study. Information on abuse was acquired through self-completed questionnaires. We used logistic regression to estimate adjusted odds ratios (aORs) with 95% confidence intervals (CIs). Results We identified 106 women with MS at enrollment through linkage with national health registries. The reference group consisted of 77,278 women without MS. Twenty-seven women (26%) with MS reported any adult abuse compared to 15,491 women (20%) without MS, aOR 1.33 (0.85–2.09). Twenty-two (21%) women with MS reported systematic emotional abuse compared to 13% without MS, aOR 1.75 (1.08–2.83). Ten women (10%) with MS reported sexual abuse, compared to 6% without MS, aOR 1.72 (0.89–3.33). More women with MS reported rape as an adult, aOR 2.37 (1.02–5.49). Women with MS had higher risk of revictimization as adults, after childhood abuse, aOR 2.23 (1.22–4.10). The risk of abuse during pregnancy or 6 months preceding pregnancy was similar between the groups. Conclusions Women with MS had increased occurrence of systematic emotional abuse, rape, and revictimization as adults, compared to women without MS. Supplementary Information The online version contains supplementary material available at 10.1007/s00415-022-11249-x.
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Affiliation(s)
- Karine Eid
- Department of Neurology, Haukeland University Hospital, Jonas Lies vei 71, 5053, Bergen, Norway. .,Department of Clinical Medicine, University of Bergen, Bergen, Norway.
| | - Øivind Torkildsen
- Department of Clinical Medicine, University of Bergen, Bergen, Norway.,Department of Neurology, Neuro-SysMed, Haukeland University Hospital, Bergen, Norway
| | - Jan Aarseth
- Department of Neurology, Neuro-SysMed, Haukeland University Hospital, Bergen, Norway.,The Norwegian Multiple Sclerosis Registry and Biobank, Haukeland University Hospital, Bergen, Norway
| | - Elisabeth G Celius
- Department of Neurology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Marianna Cortese
- Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Trygve Holmøy
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Department of Neurology, Akershus University Hospital, Lørenskog, Norway
| | - Akash Kapali
- Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - Kjell-Morten Myhr
- Department of Clinical Medicine, University of Bergen, Bergen, Norway.,Department of Neurology, Neuro-SysMed, Haukeland University Hospital, Bergen, Norway
| | - Cecilie F Torkildsen
- Department of Clinical Medicine, University of Bergen, Bergen, Norway.,Department of Obstetrics and Gynecology, Stavanger University Hospital, Stavanger, Norway
| | - Stig Wergeland
- Department of Neurology, Neuro-SysMed, Haukeland University Hospital, Bergen, Norway.,The Norwegian Multiple Sclerosis Registry and Biobank, Haukeland University Hospital, Bergen, Norway
| | - Nils Erik Gilhus
- Department of Neurology, Haukeland University Hospital, Jonas Lies vei 71, 5053, Bergen, Norway.,Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Marte-Helene Bjørk
- Department of Neurology, Haukeland University Hospital, Jonas Lies vei 71, 5053, Bergen, Norway.,Department of Clinical Medicine, University of Bergen, Bergen, Norway
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12
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Marques-Feixa L, Castro-Quintas Á, Palma-Gudiel H, Romero S, Morer A, Rapado-Castro M, Martín M, Zorrilla I, Blasco-Fontecilla H, Ramírez M, Mayoral M, Mendez I, San Martín-Gonzalez N, Rodrigo-Yanguas M, Luis Monteserín-García J, Fañanás L. Secretory immunoglobulin A (s-IgA) reactivity to acute psychosocial stress in children and adolescents: The influence of pubertal development and history of maltreatment. Brain Behav Immun 2022; 103:122-129. [PMID: 35427757 DOI: 10.1016/j.bbi.2022.04.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 03/31/2022] [Accepted: 04/10/2022] [Indexed: 10/18/2022] Open
Abstract
BACKGROUND Mucosal secretory immunoglobulin A (s-IgA) is an antibody protein-complex that plays a crucial role in immune first defense against infection. Although different immune biomarkers have been associated with stress-related psychopathology, s-IgA remains poorly studied, especially in youth. OBJECTIVES The present study investigated how s-IgA behaves in front of acute psychosocial stress in children and adolescents, including possible variability associated with developmental stage and history of childhood maltreatment (CM). METHODS 94 children and adolescents from 7 to 17 years (54 with a current psychiatric diagnostic and 40 healthy controls) drawn from a larger Spanish study were explored (EPI-Young Stress Project). To assess biological reactivity, participants provided five saliva samples during an acute laboratory-based psychosocial stressor, the Trier Social Stress Test for Children (TSST-C). Samples were assayed for s-IgA, as well as for cortisol. Pubertal development was ascertained by Tanner stage and CM following TASSCV criteria. RESULTS We observed s-IgA fluctuations throughout the stressor, indicating the validity of TSST-C to stimulate s-IgA secretion (F(4,199) = 6.200, p <.001). Although s-IgA trajectories followed a reactivity and recovery pattern in adolescents, children exhibited no s-IgA response when faced with stress (F(4,197) = 3.406, p =.010). An interaction was found between s-IgA and CM (F(4,203) = 2.643, p =.035). Interestingly, an interaction between developmental stage, CM history and s-IgA reactivity was identified (F(12,343) = 2.036, p =.017); while children non-exposed to maltreatment exhibited no s-IgA changes to acute stress, children with a history of CM showed a similar response to adolescents, increasing their s-IgA levels after the psychosocial stressor. CONCLUSION Acute psychosocial stress stimulates s-IgA secretion, but only after puberty. However, children with a history of maltreatment exhibited a response resembling that of adolescents, suggesting an early maturation of the immune system. Further studies are needed to clarify the validity of s-IgA as an acute stress biomarker, including additional measures during stress exposure.
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Affiliation(s)
- Laia Marques-Feixa
- Department of Evolutionary Biology, Ecology and Environmental Sciences, Faculty of Biology, University of Barcelona, Biomedicine Institute of the University of Barcelona (IBUB), Barcelona, Spain; Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain
| | - Águeda Castro-Quintas
- Department of Evolutionary Biology, Ecology and Environmental Sciences, Faculty of Biology, University of Barcelona, Biomedicine Institute of the University of Barcelona (IBUB), Barcelona, Spain; Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain
| | - Helena Palma-Gudiel
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; College of Public Health and Health Professions, Department of Epidemiology, University of Florida, USA
| | - Soledad Romero
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; Department of Child and Adolescent Psychiatry and Psychology, 2017SGR88, Institute of Neuroscience, Hospital Clínic de Barcelona, Barcelona, Spain; Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Astrid Morer
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; Department of Child and Adolescent Psychiatry and Psychology, 2017SGR88, Institute of Neuroscience, Hospital Clínic de Barcelona, Barcelona, Spain; Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Marta Rapado-Castro
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, School of Medicine, Universidad Complutense, IiSGM, Madrid, Spain; Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne & Melbourne Health, Victoria, Australia
| | - María Martín
- Hospital Benito Menni, Adolescent Crisis Unit, Sant Boi de Llobregat, Spain
| | - Iñaki Zorrilla
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; Hospital Santiago Apostol, Department of Psychiatry, Vitoria-Gasteiz, Spain
| | - Hilario Blasco-Fontecilla
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; Department of Psychiatry, Puerta de Hierro University Hospital-Majadahonda, Autonoma University, ITA Mental Health, Madrid, Spain
| | - Maite Ramírez
- Day Hospital for Adolescents Barrualde-Galdakao, Child and Adolescent Mental Health, Galdakao, Spain
| | - María Mayoral
- Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain; Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, School of Medicine, Universidad Complutense, IiSGM, Madrid, Spain
| | - Iría Mendez
- Department of Child and Adolescent Psychiatry and Psychology, 2017SGR88, Institute of Neuroscience, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Nerea San Martín-Gonzalez
- Department of Evolutionary Biology, Ecology and Environmental Sciences, Faculty of Biology, University of Barcelona, Biomedicine Institute of the University of Barcelona (IBUB), Barcelona, Spain
| | - María Rodrigo-Yanguas
- Department of Psychiatry, Puerta de Hierro University Hospital-Majadahonda, Autonoma University, ITA Mental Health, Madrid, Spain
| | - José Luis Monteserín-García
- Department of Evolutionary Biology, Ecology and Environmental Sciences, Faculty of Biology, University of Barcelona, Biomedicine Institute of the University of Barcelona (IBUB), Barcelona, Spain; Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain
| | - Lourdes Fañanás
- Department of Evolutionary Biology, Ecology and Environmental Sciences, Faculty of Biology, University of Barcelona, Biomedicine Institute of the University of Barcelona (IBUB), Barcelona, Spain; Network Centre for Biomedical Research in Mental Health (CIBERSAM), Spain.
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13
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Li Y, Thelen KM, Fernández KM, Nelli R, Fardisi M, Rajput M, Trottier NL, Contreras GA, Moeser AJ. Developmental alterations of intestinal SGLT1 and GLUT2 induced by early weaning coincides with persistent low-grade metabolic inflammation in female pigs. Am J Physiol Gastrointest Liver Physiol 2022; 322:G346-G359. [PMID: 34984921 PMCID: PMC9076411 DOI: 10.1152/ajpgi.00207.2021] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Early-life adversity (ELA) is linked with the increased risk for inflammatory and metabolic diseases in later life, but the mechanisms remain poorly understood. Intestinal epithelial glucose transporters sodium-glucose-linked transporter 1 (SGLT1) and glucose transporter 2 (GLUT2) are the major route for intestinal glucose uptake but have also received increased attention as modulators of inflammatory and metabolic diseases. Here, we tested the hypothesis that early weaning (EW) in pigs, an established model of ELA, alters the development of epithelial glucose transporters and coincides with elevated markers of metabolic inflammation. The jejunum and ileum of 90-day-old pigs previously exposed to EW (16 days wean age), exhibited reduced SGLT1 activity (by ∼ 30%, P < 0.05) than late weaned (LW, 28 days wean age) controls. In contrast, GLUT2-mediated glucose transport was increased (P = 0.003) in EW pigs than in LW pigs. Reciprocal changes in SGLT1- and GLUT2-mediated transport coincided with transporter protein expression in the intestinal brush-border membranes (BBMs) that were observed at 90 days and 150 days of age. Ileal SGLT1-mediated glucose transport and BBM expression were inhibited by the β-adrenergic receptor (βAR) blocker propranolol in EW and LW pigs. In contrast, propranolol enhanced ileal GLUT2-mediated glucose transport (P = 0.015) and brush-border membrane vesicle (BBMV) abundance (P = 0.035) in LW pigs, but not in EW pigs. Early-weaned pigs exhibited chronically elevated blood glucose and C-reactive protein (CRP) levels, and adipocyte hypertrophy and upregulated adipogenesis-related gene expression in visceral adipose tissue. Altered development of intestinal glucose transporters by EW could underlie the increased risk for later life inflammatory and metabolic diseases.NEW & NOTEWORTHY These studies reveal that early-life adversity in the form of early weaning in pigs causes a developmental shift in intestinal glucose transport from SGLT1 toward GLUT2-mediated transport. Early weaning also induced markers of metabolic inflammation including persistent elevations in blood glucose and the inflammatory marker CRP, along with increased visceral adiposity. Altered intestinal glucose transport might contribute to increased risk for inflammatory and metabolic diseases associated with early-life adversity.
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Affiliation(s)
- Yihang Li
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Kyan M. Thelen
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Karina Matos Fernández
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Rahul Nelli
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Mahsa Fardisi
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Mrigendra Rajput
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Nathalie L. Trottier
- 3Department of Animal Science, Michigan State University, East Lansing, Michigan
| | - Genaro A. Contreras
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
| | - Adam J. Moeser
- 1Department of Large Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan,2Department of Physiology, Michigan State University, East Lansing, Michigan
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