Elevated C-reactive protein mediates the liver-brain axis: a preliminary study
Open accessAbstract
BACKGROUND: Chronic liver diseases of all etiologies exist along a spectrum with varying degrees of hepatic fibrosis. Despite accumulating evidence implying associations between liver fibrosis and cognitive functioning, there is limited research exploring the underlying neurobiological factors and the possible mediating role of inflammation on the liver-brain axis. METHODS: Using data from the UK Biobank, we examined the cross-sectional association of liver fibrosis (as measured by Fibrosis-4 score) with cognitive functioning and regional grey matter volumes (GMVs) while adjusting for numerous covariates and multiple comparisons. We further performed post-hoc preliminary analysis to investigate the mediating effect of C-reactive protein (CRP) on the association between liver fibrosis and both cognitive functioning and GMVs. FINDINGS: We analysed behaviour from up to 447,626 participants (N ranged from 45,055 to 447,533 per specific cognitive metric) 37 years and older. 38,244 participants (age range 44-82 years) had GMV data collected at a median 9-year follow-up. Liver fibrosis showed significant associations with cognitive performance in reasoning, working memory, visual memory, prospective memory, executive function, and processing speed. Subgroup analysis indicated larger effects sizes for symbol digital substitution but smaller effect sizes for trail making in middle-aged people than their old counterparts. Neuroimaging analyses revealed significant associations between liver fibrosis and reduced regional GMVs, primarily in the hippocampus, thalamus, ventral striatum, parahippocampal gyrus, brain stem, and cerebellum. CRP levels were significantly higher in adults with advanced liver fibrosis than those without, indicating an elevated systemic inflammation. Moreover, the serum CRP significantly mediated the effect of liver fibrosis on most cognitive measures and regional GMVs in the hippocampus and brain stem. INTERPRETATION: This study provides a well-powered characterization of associations between liver fibrosis, cognitive impairment, and grey matter atrophy. It also highlights the possibly mediating role of systemic inflammation on the liver-brain axis. Early surveillance and prevention of liver diseases may reduce cognitive decline and brain GMV loss. FUNDING: National Science Foundation, and National Institutes of Health.
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A clinical study of over 450,000 participants revealed that males were more likely to experience liver fibrosis and exhibited higher associations between liver fibrosis and most cognitive performance tests.
“A clinical study of over 450,000 participants [62] revealed that males were more likely to experience liver fibrosis and exhibited higher associations between liver fibrosis and most cognitive performance tests”
From Age, sex and Alzheimer’s disease: a longitudinal study of 3xTg-AD mice reveals sex-specific disease trajectories and inflammatory responses mirrored in postmortem brains from Alzheimer’s patients (2024) · cites this paper as [62]
The Results (Population characteristics) report that people with liver fibrosis were more likely to be male. The Results (Associations between liver fibrosis and cognitive functions) report stronger associations with most cognitive tests in males than in females. But the behavioural analysis included up to 447,626 participants, not over 450,000. (LLM, conf=0.91)
Experimental — accuracy not yet measuredHepatic inflammation has a greater neurological impact in males than in females.
“suggesting that hepatic inflammation has a greater neurological impact in males than in females.”
From Age, sex and Alzheimer’s disease: a longitudinal study of 3xTg-AD mice reveals sex-specific disease trajectories and inflammatory responses mirrored in postmortem brains from Alzheimer’s patients (2024) · cites this paper as [62]
The Results report stronger associations between liver fibrosis and most cognitive tests in males than in females, and the Discussion describes larger male effect sizes. The paper also reports that CRP partially mediates some liver-fibrosis–cognition associations, but it does not establish that hepatic inflammation itself has a greater neurological impact in males. (LLM, conf=0.85)
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Sterling, R. K., Lissen, E., Clumeck, N., Sola, R., Correa, M. C., Montaner, J., S. Sulkowski, M., Torriani, F. J., Dieterich, D. T., Thomas, D. L., et al. (2006) · Hepatology · doi:10.1002/hep.21178 · Cited by 5,021 · see citing works
Chronic inflammation in the etiology of disease across the life span
Furman, D., Campisi, J., Verdin, E., Carrera-Bastos, P., Targ, S., Franceschi, C., Ferrucci, L., Gilroy, D. W., Fasano, A., Miller, G. W., et al. (2019) · Nature Medicine · doi:10.1038/s41591-019-0675-0 · Cited by 4,915 · see citing works
C-reactive protein: a critical update
Pepys, M. B., & Hirschfield, G. M. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200318921 · Cited by 3,436 · see citing works
Xiao, G., Zhu, S., Xiao, X., Yan, L., Yang, J., & Wu, G. (2017) · Hepatology · doi:10.1002/hep.29302 · Cited by 895 · see citing works
Batty, G. D., Gale, C. R., Kivimäki, M., Deary, I. J., & Bell, S. (2020) · BMJ · doi:10.1136/bmj.m131 · Cited by 635 · see citing works
Grant, R. L. (2014) · BMJ · doi:10.1136/bmj.f7450 · Cited by 515 · see citing works
Lumsden, A. L., Mulugeta, A., Zhou, A., & Hyppönen, E. (2020) · eBioMedicine · doi:10.1016/j.ebiom.2020.102954 · Cited by 317 · see citing works
Sleep duration, brain structure, and psychiatric and cognitive problems in children
Cheng, W., Rolls, E., Gong, W., Du, J., Zhang, J., Zhang, X.-Y., Li, F., & Feng, J. (2021) · Molecular Psychiatry · doi:10.1038/s41380-020-0663-2 · Cited by 196 · see citing works
Weinstein, G., Zelber-Sagi, S., Preis, S. R., Beiser, A. S., DeCarli, C., Speliotes, E. K., Satizabal, C. L., Vasan, R. S., & Seshadri, S. (2018) · JAMA Neurology · doi:10.1001/jamaneurol.2017.3229 · Cited by 186 · see citing works
Firth, J., Firth, J. A., Stubbs, B., Vancampfort, D., Schuch, F. B., Hallgren, M., Veronese, N., Yung, A. R., & Sarris, J. (2018) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2018.0503 · Cited by 94 · see citing works
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Research works printed but not linked: 51
- [1]Ramakrishnan A. Velmurugan G. Somasundaram A. Prevalence of abnormal liver tests and liver fibrosis among rural adults in low and middle-income country: a cross-sectional study eClinicalMedicine 51 2022 101553 10.1016/j.eclinm.2022.101553 PMC9289630 35860452 · DOI
- [2]Gines P. Graupera I. Lammert F. Screening for liver fibrosis in the general population: a call for action Lancet Gastroenterol Hepatol 1 3 2016 256 260 10.1016/S2468-1253(16)30081-4 28404098 · DOI
- [3]Taylor R.S. Taylor R.J. Bayliss S. Association between fibrosis stage and outcomes of patients with nonalcoholic fatty liver disease: a systematic review and meta -analysis Gastroenterology 158 6 2020 1611 1625 32027911
- [4]Angulo P. Kleiner D.E. Dam-Larsen S. Liver fibrosis, but no other histologic features, is associated with long-term outcomes of patients with nonalcoholic fatty liver disease Gastroenterology 149 2 2015 389 397 25935633 PMC4516664
- [5]Parikh N.S. Kamel H. Zhang C. Association of liver fibrosis with cognitive test performance and brain imaging parameters in the UK Biobank study Alzheimers Dement 19 4 2022 1518 1528 10.1002/alz.12795 36149265 PMC10033462 · DOI
- [8]Weinstein G. Davis-Plourde K. Himali J.J. Zelber-Sagi S. Beiser A.S. Seshadri S. Non-alcoholic fatty liver disease, liver fibrosis score and cognitive function in middle-aged adults: the Framingham Study Liver Int 39 9 2019 1713 1721 10.1111/liv.14161 31155826 PMC6736704 · DOI
- [9]Parikh N.S. Kumar S. Rosenblatt R. Association between liver fibrosis and cognition in a nationally representative sample of older adults Eur J Neurol 27 10 2020 1895 1903 10.1111/ene.14384 32503086 · DOI
- [10]Nho K. Kueider-Paisley A. Ahmad S. Association of altered liver enzymes with alzheimer disease diagnosis, cognition, neuroimaging measures, and cerebrospinal fluid biomarkers JAMA Netw Open 2 7 2019 e197978 10.1001/jamanetworkopen.2019.7978 PMC6669786 31365104 · DOI · Paper page
- [11]Basu E. Mehta M. Zhang C. Association of chronic liver disease with cognition and brain volumes in two randomized controlled trial populations J Neurol Sci 434 2022 120117 10.1016/j.jns.2021.120117 PMC8957528 34959080 · DOI
- [12]Peng Z. Duggan M.R. Dark H.E. Association of liver disease with brain volume loss, cognitive decline, and plasma neurodegenerative disease biomarkers Neurobiol Aging 120 2022 34 42 10.1016/j.neurobiolaging.2022.08.004 36115133 PMC9685609 · DOI
- [13]Jiang R. Scheinost D. Zuo N. A neuroimaging signature of cognitive aging from whole-brain functional connectivity Adv Sci 9 24 2022 e2201621 10.1002/advs.202201621 PMC9403648 35811304 · DOI
- [15]Kronsten V.T. Tranah T.H. Pariante C. Shawcross D.L. Gut-derived systemic inflammation as a driver of depression in chronic liver disease J Hepatol 76 3 2022 665 680 10.1016/j.jhep.2021.11.008 34800610 · DOI
- [16]Seki E. Schwabe R.F. Hepatic inflammation and fibrosis: functional links and key pathways Hepatology 61 3 2015 1066 1079 10.1002/hep.27332 25066777 PMC4306641 · DOI · Paper page
- [17]Kim D.G. Krenz A. Toussaint L.E. Non-alcoholic fatty liver disease induces signs of Alzheimer's disease (AD) in wild-type mice and accelerates pathological signs of AD in an AD model J Neuroinflammation 13 2016 1 10.1186/s12974-015-0467-5 26728181 PMC4700622 · DOI · Paper page
- [18]Li Y.J. Regan J. Fajnzylber J. Liver fibrosis index FIB-4 is associated with mortality in COVID-19 Hepatol Commun 5 3 2021 434 445 10.1002/hep4.1650 34553511 PMC7753559 · DOI
- [19]Bycroft C. Freeman C. Petkova D. The UK Biobank resource with deep phenotyping and genomic data Nature 562 7726 2018 203 209 10.1038/s41586-018-0579-z 30305743 PMC6786975 · DOI · Paper page
- [21]McPherson S. Hardy T. Dufour J.-F. Age as a confounding factor for the accurate non-invasive diagnosis of advanced NAFLD fibrosis Am J Gastroenterol 112 5 2017 740 27725647 PMC5418560
- [24]Sproston N.R. Ashworth J.J. Role of C-reactive protein at sites of inflammation and infection Front Immunol 9 2018 754 10.3389/fimmu.2018.00754 PMC5908901 29706967 · DOI
- [25]Jiang R. Westwater M.L. Noble S. Associations between grip strength, brain structure, and mental health in> 40,000 participants from the UK Biobank BMC Med 20 1 2022 1 14 36076200 PMC9461129
- [27]Daviet R. Aydogan G. Jagannathan K. Associations between alcohol consumption and gray and white matter volumes in the UK Biobank Nat Commun 13 1 2022 1 11 35246521 PMC8897479
- [28]Cox S.R. Lyall D.M. Ritchie S.J. Associations between vascular risk factors and brain MRI indices in UK Biobank Eur Heart J 40 28 2019 2290 2300 10.1093/eurheartj/ehz100 30854560 PMC6642726 · DOI
- [29]Marshall A.T. Betts S. Kan E.C. McConnell R. Lanphear B.P. Sowell E.R. Association of lead-exposure risk and family income with childhood brain outcomes Nat Med 26 1 2020 91 97 10.1038/s41591-019-0713-y 31932788 PMC6980739 · DOI · Paper page
- [31]Jiang R. Noble S. Sui J. Associations of physical frailty with health outcomes and brain structure in 483 033 middle-aged and older adults: a population-based study from the UK Biobank Lancet Digit Health 5 6 2023 e350 e359 10.1016/S2589-7500(23)00043-2 37061351 PMC10257912 · DOI
- [32]Parikh N.S. Kamel H. Zhang C. Association between liver fibrosis and incident dementia in the UK Biobank study Eur J Neurol 29 9 2022 2622 2630 10.1111/ene.15437 35666174 PMC9986963 · DOI
- [34]Baron R.M. Kenny D.A. The moderator–mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations J Pers Soc Psychol 51 6 1986 1173 3806354
- [36]Shrier I. Platt R.W. Reducing bias through directed acyclic graphs BMC Med Res Methodol 8 2008 70 10.1186/1471-2288-8-70 PMC2601045 18973665 · DOI
- [37]Shang Y. Widman L. Hagstrom H. Nonalcoholic fatty liver disease and risk of dementia: a population-based cohort study Neurology 99 6 2022 e574 e582 10.1212/WNL.0000000000200853 35831178 PMC9442617 · DOI · Paper page
- [38]Xiao T. van Kleef L. Ikram M.K. De Knegt R. Ikram M.A. Association of nonalcoholic fatty liver disease and fibrosis with incident dementia and cognition: the Rotterdam study Neurology 99 6 2022 e565 e573 10.1212/WNL.0000000000200770 35618435 PMC9442616 · DOI
- [39]Kim G.A. Oh C.H. Kim J.W. Association between non-alcoholic fatty liver disease and the risk of dementia: a nationwide cohort study Liver Int 42 5 2022 1027 1036 10.1111/liv.15244 35289469 · DOI
- [40]Wang Y. Li Y. Liu K. Nonalcoholic fatty liver disease, serum cytokines, and dementia among rural-dwelling older adults in China: a population-based study Eur J Neurol 29 9 2022 2612 2621 35608965
- [41]Marek S. Tervo-Clemmens B. Calabro F.J. Reproducible brain-wide association studies require thousands of individuals Nature 603 7902 2022 654 660 10.1038/s41586-022-04492-9 35296861 PMC8991999 · DOI
- [42]Hagstrom H. Talback M. Andreasson A. Walldius G. Hammar N. Ability of noninvasive scoring systems to identify individuals in the population at risk for severe liver disease Gastroenterology 158 1 2020 200 214 10.1053/j.gastro.2019.09.008 31563624 · DOI · Paper page
- [43]Harris R. Harman D.J. Card T.R. Aithal G.P. Guha I.N. Prevalence of clinically significant liver disease within the general population, as defined by non-invasive markers of liver fibrosis: a systematic review Lancet Gastroenterol Hepatol 2 4 2017 288 297 10.1016/S2468-1253(16)30205-9 28404158 · DOI
- [44]McPherson S. Stewart S.F. Henderson E. Burt A.D. Day C.P. Simple non-invasive fibrosis scoring systems can reliably exclude advanced fibrosis in patients with non-alcoholic fatty liver disease Gut 59 9 2010 1265 1269 10.1136/gut.2010.216077 20801772 · DOI
- [45]Seo S.W. Gottesman R.F. Clark J.M. Nonalcoholic fatty liver disease is associated with cognitive function in adults Neurology 86 12 2016 1136 1142 10.1212/Wnl.0000000000002498 26911638 PMC4820136 · DOI
- [46]Frisoni G.B. Fox N.C. Jack C.R. Scheltens P. Thompson P.M. The clinical use of structural MRI in Alzheimer disease Nat Rev Neurol 6 2 2010 67 77 10.1038/nrneurol.2009.215 20139996 PMC2938772 · DOI · Paper page
- [47]Jiang R. Calhoun V.D. Noble S. A functional connectome signature of blood pressure in >30,000 participants from the UK Biobank Cardiovasc Res 119 6 2023 1427 1440 10.1093/cvr/cvac116 35875865 PMC10262183 · DOI
- [48]Sehgal N. Gupta A. Valli R.K. Withania somnifera reverses Alzheimer's disease pathology by enhancing low-density lipoprotein receptor-related protein in liver Proc Natl Acad Sci U S A 109 9 2012 3510 3515 10.1073/pnas.1112209109 22308347 PMC3295277 · DOI · Paper page
- [49]Weinstein G. O'Donnell A. Davis-Plourde K. Non-Alcoholic fatty liver disease, liver fibrosis, and regional amyloid-beta and Tau pathology in middle-aged adults: the Framingham study J Alzheimers Dis 86 3 2022 1371 1383 10.3233/JAD-215409 35213373 PMC11323287 · DOI
- [50]Bassendine M.F. Taylor-Robinson S.D. Fertleman M. Khan M. Neely D. Is Alzheimer's disease a liver disease of the brain? J Alzheim Dis 75 1 2020 1 14 10.3233/Jad-190848 PMC7306895 32250293 · DOI · Paper page
- [51]Fjell A.M. Walhovd K.B. Structural brain changes in aging: courses, causes and cognitive consequences Rev Neurosci 21 3 2010 187 222 20879692
- [52]Colognesi M. Gabbia D. De Martin S. Depression and cognitive impairment-extrahepatic manifestations of NAFLD and NASH Biomedicines 7 2020 8 10.3390/biomedicines8070229 PMC7400092 32708059 · DOI · Paper page
- [53]Higarza S.G. Arboleya S. Gueimonde M. Gomez-Lazaro E. Arias J.L. Arias N. Neurobehavioral dysfunction in non-alcoholic steatohepatitis is associated with hyperammonemia, gut dysbiosis, and metabolic and functional brain regional deficits PLoS One 14 9 2019 e0223019 10.1371/journal.pone.0223019 PMC6754158 31539420 · DOI
- [54]Yki-Järvinen H. Non-alcoholic fatty liver disease as a cause and a consequence of metabolic syndrome Lancet Diabetes Endocrinol 2 11 2014 901 910 24731669
- [55]Kang S. Kim E. Cho H. Kim D.J. Kim H.C. Jung S.J. Associations between non-alcoholic fatty liver disease and cognitive impairment and the effect modification of inflammation Sci Rep 12 1 2022 12614 10.1038/s41598-022-16788-x PMC9308768 35871085 · DOI
- [56]Dhanda S. Gupta S. Halder A. Sunkaria A. Sandhir R. Systemic inflammation without gliosis mediates cognitive deficits through impaired BDNF expression in bile duct ligation model of hepatic encephalopathy Brain Behav Immun 70 2018 214 232 29518527
- [57]Gehrke N. Schattenberg J.M. Metabolic inflammation—a role for hepatic inflammatory pathways as drivers of comorbidities in nonalcoholic fatty liver disease? Gastroenterology 158 7 2020 1929 1947 32068022
- [58]Lees B. Mewton L. Jacobus J. Association of prenatal alcohol exposure with psychological, behavioral, and neurodevelopmental outcomes in children from the adolescent brain cognitive development study Am J Psychiatr 177 11 2020 1060 1072 32972200 PMC7924902
- [60]Mohammadi-Nejad A.R. Allen R.J. Kraven L.M. Mapping brain endophenotypes associated with idiopathic pulmonary fibrosis genetic risk eBioMedicine 86 2022 104356 10.1016/j.ebiom.2022.104356 PMC9677133 36413936 · DOI
- [61]McCracken C. Raisi-Estabragh Z. Veldsman M. Multi-organ imaging demonstrates the heart-brain-liver axis in UK Biobank participants Nat Commun 13 1 2022 7839 10.1038/s41467-022-35321-2 36543768 PMC9772225 · DOI
- [62]Milton D.C. Ward J. Ward E. The association between C-reactive protein, mood disorder, and cognitive function in UK Biobank Eur Psychiatr 64 1 2021 e14 10.1192/j.eurpsy.2021.6 PMC8057439 33517931 · DOI
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Barber, A. J., del Genio, C. L., Swain, A. B., Pizzi, E. M., Watson, S. C., Tapiavala, V. N., Zanazzi, G. J., & Gaur, A. B. (2024) · Alzheimer's Research & Therapy · doi:10.1186/s13195-024-01492-x · Cited by 41 · see citing works
- Authors
- Jiang, R., Wu, J., Rosenblatt, M., Dai, W., Rodriguez, R. X., Sui, J., Qi, S., Liang, Q., Xu, B., Meng, Q., Calhoun, V. D., & Scheinost, D.
- Affiliations
- Yale University (US)
- Capital Medical University (CN)
- Georgia Institute of Technology (US)
- Corresponding author
- Jiang, Rongtao
- Xu, Bin
- Scheinost, Dustin
- ORCID
- Venue
- eBioMedicine
- Publisher
- Elsevier BV
- Published
- 2023-07
- Volume
- 93
- Pages
- 104679
- ISSN
- 2352-3964 (ISSN-L)
- PMC
- PMC10320521
- OpenAlex
- W4381847990
- Cited by
- 46
- References
- 10
- Citations by year
- 2026: 14 · 2025: 18 · 2024: 11 · 2023: 3
- FWCI
- 8.60
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- EBioMedicine (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Institutes of Health
- National Institute of Mental Health (R01MH117107, RF1AG063153)
- Paul Mellon Centre for Studies in British Art, Yale University
- Key Technologies Research and Development Program (2021YFE0202500)
- National Key Research and Development Program of China
- National Science Foundation (2112455)
- Topics
- Health Sciences › Medicine › Epidemiology › Liver Disease Diagnosis and Treatment
- Health Sciences › Medicine › Hepatology › Liver Disease and Transplantation
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Keywords
- liver fibrosis, C-reactive protein, liver-brain axis, systemic inflammation, cognitive impairment, gray matter volume, hippocampus, brain atrophy, Fibrosis-4 score, mediation analysis, chronic liver disease, UK Biobank
- MeSH terms
- Adult, Aged, Aged, 80 and over, Brain, C-Reactive Protein, Cross-Sectional Studies, Humans, Inflammation, Liver Cirrhosis, Magnetic Resonance Imaging, Middle Aged, United States
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