Skip to main content
Erschienen in: Hepatology International 6/2022

15.06.2022 | Original Article

Identification of blood metabolites linked to the risk of cholelithiasis: a comprehensive Mendelian randomization study

verfasst von: Jiarui Mi, Lingjuan Jiang, Zhengye Liu, Xia Wu, Nan Zhao, Yuanzhuo Wang, Xiaoyin Bai

Erschienen in: Hepatology International | Ausgabe 6/2022

Einloggen, um Zugang zu erhalten

Abstract

Background and aims

Observational and Mendelian randomization (MR) studies have identified several modifiable risk factors of cholelithiasis. However, there is limited evidence about the causal effect of blood metabolites on the cholelithiasis risk.

Methods

To have a comprehensive understanding to causal relations between blood metabolites and cholelithiasis, for the primary discovery, we applied two MR methods to explore the associations between 249 circulating metabolites and cholelithiasis. For secondary validations, we replicated the examinations using another metabolic dataset with 123 metabolites. The summary statistics of cholelithiasis were retrieved from FinnGen Consortium Release 5 and UK Biobank. Inverse-variance weighted, weight median and MR-egger methods were used for calculating causal estimates. Furthermore, Bayesian model averaging MR (MR-BMA) method was employed to detect the dominant causal metabolic traits with adjustment for pleiotropy effects.

Results

In the primary analysis, sphingomyelin showed consistent protective causal associations with cholelithiasis; while plasma cholesterol-associated traits showed generally inverse correlation with cholelithiasis risk. Notably, large numbers of traits within the (un)saturated fatty acid category demonstrated significant causal effects. Secondary analyses demonstrated similar results, with traits related to the levels of bisallylic groups in fatty acids showing protective effects. Lastly, MR-BMA analyses discovered that the degree of unsaturation plays a predominant role in reducing the risk of cholelithiasis.

Conclusion

Our MR study provides a complete atlas of associations between plasma metabolites on cholelithiasis risk. It highlighted that genetically predicted sphingomyelin and degree of unsaturation of fatty acid were causally associated with the reduced risk of cholelithiasis.

Graphical abstract

Anhänge
Nur mit Berechtigung zugänglich
Literatur
2.
Zurück zum Zitat Mhatre S, Richmond RC, Chatterjee N, et al. The Role of Gallstones in Gallbladder Cancer in India: a Mendelian Randomization Study. Cancer Epidemiol Biomark Prev. 2021;30(2):396–403CrossRef Mhatre S, Richmond RC, Chatterjee N, et al. The Role of Gallstones in Gallbladder Cancer in India: a Mendelian Randomization Study. Cancer Epidemiol Biomark Prev. 2021;30(2):396–403CrossRef
4.
Zurück zum Zitat Kettunen J, Demirkan A, Wurtz P, et al. Genome-wide study for circulating metabolites identifies 62 loci and reveals novel systemic effects of LPA. Nat Commun. 2016;7:11122CrossRefPubMedPubMedCentral Kettunen J, Demirkan A, Wurtz P, et al. Genome-wide study for circulating metabolites identifies 62 loci and reveals novel systemic effects of LPA. Nat Commun. 2016;7:11122CrossRefPubMedPubMedCentral
5.
Zurück zum Zitat Qiao J, Zhang M, Wang T, Huang S, Zeng P. Evaluating causal relationship between metabolites and six cardiovascular diseases based on GWAS summary statistics. Front Genet. 2021;12: 746677CrossRefPubMedPubMedCentral Qiao J, Zhang M, Wang T, Huang S, Zeng P. Evaluating causal relationship between metabolites and six cardiovascular diseases based on GWAS summary statistics. Front Genet. 2021;12: 746677CrossRefPubMedPubMedCentral
6.
Zurück zum Zitat Sun S, Jiao M, Han C, et al. Causal effects of genetically determined metabolites on risk of polycystic ovary syndrome: a Mendelian randomization study. Front Endocrinol (Lausanne). 2020;11:621CrossRefPubMed Sun S, Jiao M, Han C, et al. Causal effects of genetically determined metabolites on risk of polycystic ovary syndrome: a Mendelian randomization study. Front Endocrinol (Lausanne). 2020;11:621CrossRefPubMed
7.
Zurück zum Zitat Yang J, Yan B, Zhao B, et al. Assessing the causal effects of human serum metabolites on 5 major psychiatric disorders. Schizophr Bull. 2020;46(4):804–813CrossRefPubMedPubMedCentral Yang J, Yan B, Zhao B, et al. Assessing the causal effects of human serum metabolites on 5 major psychiatric disorders. Schizophr Bull. 2020;46(4):804–813CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Yu XH, Cao RR, Yang YQ, Lei SF. Identification of causal metabolites related to multiple autoimmune diseases. Hum Mol Genet. 2021;31:604CrossRef Yu XH, Cao RR, Yang YQ, Lei SF. Identification of causal metabolites related to multiple autoimmune diseases. Hum Mol Genet. 2021;31:604CrossRef
9.
Zurück zum Zitat Ahola-Olli AV, Mustelin L, Kalimeri M, et al. Circulating metabolites and the risk of type 2 diabetes: a prospective study of 11,896 young adults from four Finnish cohorts. Diabetologia. 2019;62(12):2298–2309CrossRefPubMedPubMedCentral Ahola-Olli AV, Mustelin L, Kalimeri M, et al. Circulating metabolites and the risk of type 2 diabetes: a prospective study of 11,896 young adults from four Finnish cohorts. Diabetologia. 2019;62(12):2298–2309CrossRefPubMedPubMedCentral
10.
Zurück zum Zitat Soininen P, Kangas AJ, Wurtz P, Suna T, Ala-Korpela M. Quantitative serum nuclear magnetic resonance metabolomics in cardiovascular epidemiology and genetics. Circ Cardiovasc Genet. 2015;8(1):192–206CrossRefPubMed Soininen P, Kangas AJ, Wurtz P, Suna T, Ala-Korpela M. Quantitative serum nuclear magnetic resonance metabolomics in cardiovascular epidemiology and genetics. Circ Cardiovasc Genet. 2015;8(1):192–206CrossRefPubMed
11.
Zurück zum Zitat Watanabe K, Stringer S, Frei O, et al. A global overview of pleiotropy and genetic architecture in complex traits. Nat Genet. 2019;51(9):1339–1348CrossRefPubMed Watanabe K, Stringer S, Frei O, et al. A global overview of pleiotropy and genetic architecture in complex traits. Nat Genet. 2019;51(9):1339–1348CrossRefPubMed
13.
Zurück zum Zitat Burgess S, Thompson SG. Erratum to: Interpreting findings from Mendelian randomization using the MR-Egger method. Eur J Epidemiol. 2017;32(5):391–392CrossRefPubMedPubMedCentral Burgess S, Thompson SG. Erratum to: Interpreting findings from Mendelian randomization using the MR-Egger method. Eur J Epidemiol. 2017;32(5):391–392CrossRefPubMedPubMedCentral
14.
Zurück zum Zitat Bowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genet Epidemiol. 2016;40(4):304–314CrossRefPubMedPubMedCentral Bowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genet Epidemiol. 2016;40(4):304–314CrossRefPubMedPubMedCentral
15.
Zurück zum Zitat Bowden J, Del Greco MF, Minelli C, Davey Smith G, Sheehan NA, Thompson JR. Assessing the suitability of summary data for two-sample Mendelian randomization analyses using MR-Egger regression: the role of the I2 statistic. Int J Epidemiol. 2016;45(6):1961–1974PubMedPubMedCentral Bowden J, Del Greco MF, Minelli C, Davey Smith G, Sheehan NA, Thompson JR. Assessing the suitability of summary data for two-sample Mendelian randomization analyses using MR-Egger regression: the role of the I2 statistic. Int J Epidemiol. 2016;45(6):1961–1974PubMedPubMedCentral
17.
Zurück zum Zitat Zuber V, Colijn JM, Klaver C, Burgess S. Selecting likely causal risk factors from high-throughput experiments using multivariable Mendelian randomization. Nat Commun. 2020;11(1):29CrossRefPubMedPubMedCentral Zuber V, Colijn JM, Klaver C, Burgess S. Selecting likely causal risk factors from high-throughput experiments using multivariable Mendelian randomization. Nat Commun. 2020;11(1):29CrossRefPubMedPubMedCentral
19.
Zurück zum Zitat Verbanck M, Chen CY, Neale B, Do R. Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat Genet. 2018;50(5):693–698CrossRefPubMedPubMedCentral Verbanck M, Chen CY, Neale B, Do R. Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat Genet. 2018;50(5):693–698CrossRefPubMedPubMedCentral
20.
Zurück zum Zitat Yavorska OO, Burgess S. MendelianRandomization: an R package for performing Mendelian randomization analyses using summarized data. Int J Epidemiol. 2017;46(6):1734–1739CrossRefPubMedPubMedCentral Yavorska OO, Burgess S. MendelianRandomization: an R package for performing Mendelian randomization analyses using summarized data. Int J Epidemiol. 2017;46(6):1734–1739CrossRefPubMedPubMedCentral
21.
Zurück zum Zitat Chen L, Yang H, Li H, He C, Yang L, Lv G. Insights into modifiable risk factors of cholelithiasis: a Mendelian randomization study. Hepatology. 2021;75:785–796CrossRefPubMed Chen L, Yang H, Li H, He C, Yang L, Lv G. Insights into modifiable risk factors of cholelithiasis: a Mendelian randomization study. Hepatology. 2021;75:785–796CrossRefPubMed
22.
Zurück zum Zitat Wang DQ, Carey MC. Therapeutic uses of animal biles in traditional Chinese medicine: an ethnopharmacological, biophysical chemical and medicinal review. World J Gastroenterol. 2014;20(29):9952–9975CrossRefPubMedPubMedCentral Wang DQ, Carey MC. Therapeutic uses of animal biles in traditional Chinese medicine: an ethnopharmacological, biophysical chemical and medicinal review. World J Gastroenterol. 2014;20(29):9952–9975CrossRefPubMedPubMedCentral
23.
Zurück zum Zitat Selevich MI, Rusin IV, Lelevich VV, Garelik PV. The indices of lipid metabolism in the blood plasma of patients with chronic calculous cholecystitis. Ter Arkh. 1998;70(2):46–48PubMed Selevich MI, Rusin IV, Lelevich VV, Garelik PV. The indices of lipid metabolism in the blood plasma of patients with chronic calculous cholecystitis. Ter Arkh. 1998;70(2):46–48PubMed
24.
Zurück zum Zitat Konikoff FM, Cohen DE, Carey MC. Phospholipid molecular species influence crystal habits and transition sequences of metastable intermediates during cholesterol crystallization from bile salt-rich model bile. J Lipid Res. 1994;35(1):60–70CrossRefPubMed Konikoff FM, Cohen DE, Carey MC. Phospholipid molecular species influence crystal habits and transition sequences of metastable intermediates during cholesterol crystallization from bile salt-rich model bile. J Lipid Res. 1994;35(1):60–70CrossRefPubMed
25.
Zurück zum Zitat Scobey MW, Johnson FL, Parks JS, Rudel LL. Dietary fish oil effects on biliary lipid secretion and cholesterol gallstone formation in the African green monkey. Hepatology. 1991;14(4 Pt 1):679–684PubMed Scobey MW, Johnson FL, Parks JS, Rudel LL. Dietary fish oil effects on biliary lipid secretion and cholesterol gallstone formation in the African green monkey. Hepatology. 1991;14(4 Pt 1):679–684PubMed
26.
Zurück zum Zitat Cho SM, Park JA, Kim NH, et al. Effect of eicosapentaenoic acid on cholesterol gallstone formation in C57BL/6J mice. Mol Med Rep. 2015;11(1):362–366CrossRefPubMed Cho SM, Park JA, Kim NH, et al. Effect of eicosapentaenoic acid on cholesterol gallstone formation in C57BL/6J mice. Mol Med Rep. 2015;11(1):362–366CrossRefPubMed
27.
Zurück zum Zitat Jonnalagadda SS, Trautwein EA, Hayes KC. Dietary fats rich in saturated fatty acids (12:0, 14:0, and 16:0) enhance gallstone formation relative to monounsaturated fat (18:1) in cholesterol-fed hamsters. Lipids. 1995;30(5):415–424CrossRefPubMed Jonnalagadda SS, Trautwein EA, Hayes KC. Dietary fats rich in saturated fatty acids (12:0, 14:0, and 16:0) enhance gallstone formation relative to monounsaturated fat (18:1) in cholesterol-fed hamsters. Lipids. 1995;30(5):415–424CrossRefPubMed
28.
Zurück zum Zitat Campos-Perez W, Perez-Robles M, Rodriguez-Echevarria R, et al. High dietary omega-6:omega-3 PUFA ratio and simple carbohydrates as a potential risk factors for gallstone disease: a cross-sectional study. Clin Res Hepatol Gastroenterol. 2021;46:101802CrossRefPubMed Campos-Perez W, Perez-Robles M, Rodriguez-Echevarria R, et al. High dietary omega-6:omega-3 PUFA ratio and simple carbohydrates as a potential risk factors for gallstone disease: a cross-sectional study. Clin Res Hepatol Gastroenterol. 2021;46:101802CrossRefPubMed
29.
Zurück zum Zitat Compagnucci AB, Perroud HA, Batalles SM, et al. A nested case-control study on dietary fat consumption and the risk for gallstone disease. J Hum Nutr Diet. 2016;29(3):338–344CrossRefPubMed Compagnucci AB, Perroud HA, Batalles SM, et al. A nested case-control study on dietary fat consumption and the risk for gallstone disease. J Hum Nutr Diet. 2016;29(3):338–344CrossRefPubMed
30.
Zurück zum Zitat Tsai CJ, Leitzmann MF, Willett WC, Giovannucci EL. The effect of long-term intake of cis unsaturated fats on the risk for gallstone disease in men: a prospective cohort study. Ann Intern Med. 2004;141(7):514–522CrossRefPubMed Tsai CJ, Leitzmann MF, Willett WC, Giovannucci EL. The effect of long-term intake of cis unsaturated fats on the risk for gallstone disease in men: a prospective cohort study. Ann Intern Med. 2004;141(7):514–522CrossRefPubMed
Metadaten
Titel
Identification of blood metabolites linked to the risk of cholelithiasis: a comprehensive Mendelian randomization study
verfasst von
Jiarui Mi
Lingjuan Jiang
Zhengye Liu
Xia Wu
Nan Zhao
Yuanzhuo Wang
Xiaoyin Bai
Publikationsdatum
15.06.2022
Verlag
Springer India
Erschienen in
Hepatology International / Ausgabe 6/2022
Print ISSN: 1936-0533
Elektronische ISSN: 1936-0541
DOI
https://doi.org/10.1007/s12072-022-10360-5

Weitere Artikel der Ausgabe 6/2022

Hepatology International 6/2022 Zur Ausgabe

Leitlinien kompakt für die Innere Medizin

Mit medbee Pocketcards sicher entscheiden.

Seit 2022 gehört die medbee GmbH zum Springer Medizin Verlag

„Überwältigende“ Evidenz für Tripeltherapie beim metastasierten Prostata-Ca.

22.05.2024 Prostatakarzinom Nachrichten

Patienten mit metastasiertem hormonsensitivem Prostatakarzinom sollten nicht mehr mit einer alleinigen Androgendeprivationstherapie (ADT) behandelt werden, mahnt ein US-Team nach Sichtung der aktuellen Datenlage. Mit einer Tripeltherapie haben die Betroffenen offenbar die besten Überlebenschancen.

So sicher sind Tattoos: Neue Daten zur Risikobewertung

22.05.2024 Melanom Nachrichten

Das größte medizinische Problem bei Tattoos bleiben allergische Reaktionen. Melanome werden dadurch offensichtlich nicht gefördert, die Farbpigmente könnten aber andere Tumoren begünstigen.

CAR-M-Zellen: Warten auf das große Fressen

22.05.2024 Onkologische Immuntherapie Nachrichten

Auch myeloide Immunzellen lassen sich mit chimären Antigenrezeptoren gegen Tumoren ausstatten. Solche CAR-Fresszell-Therapien werden jetzt für solide Tumoren entwickelt. Künftig soll dieser Prozess nicht mehr ex vivo, sondern per mRNA im Körper der Betroffenen erfolgen.

Frühzeitige HbA1c-Kontrolle macht sich lebenslang bemerkbar

22.05.2024 Typ-2-Diabetes Nachrichten

Menschen mit Typ-2-Diabetes von Anfang an intensiv BZ-senkend zu behandeln, wirkt sich positiv auf Komplikationen und Mortalität aus – und das offenbar lebenslang, wie eine weitere Nachfolgeuntersuchung der UKPD-Studie nahelegt.

Update Innere Medizin

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.