Skip to main content

Advertisement

Log in

Utilising lipid and, arginine and proline metabolism in blood plasma to differentiate the biochemical expression in functional dyspepsia (FD) and irritable bowel syndrome (IBS)

  • Original Article
  • Published:
Metabolomics Aims and scope Submit manuscript

Abstract

Functional gastrointestinal disorders (FGID) such as functional dyspepsia (FD) and irritable bowel syndrome (IBS) are highly prevalent and debilitating attributed to altered gut function and gut-brain interactions. FGID can be reliably diagnosed based upon the symptom pattern; but in the clinical setting FD or IBS a frequent diagnoses of exclusion after relevant structural causes of symptoms have been ruled out by appropriate testing. Thus far, there is no established biomarker for FGIDs. To address this limitation, we utilised multi-omics and chemometrics integration to characterise the blood plasma biochemistry in patients with IBS, FD, an overlap of FD/IBS, and controls using liquid chromatography-mass spectrometry (LC-MS) techniques.

Cholesterol metabolism products Cholest-5,24-dien-3β-ol, 3-O-β-D-glucopyranoside, energy pathway metabolites, immunoglobulin-γ2 and immunoglobulin-κ, and carbonic anhydrase-1 proteins were particularly elevated in IBS. Furthermore, arginine and proline metabolisms, thyroid hormone synthesis, ferroptosis and, complementary and coagulation cascades were particularly upregulated in patients with IBS. Cer(d18:1/26:1(17Z)) and PI(14:0/22:1(11Z)) lipids were elevated in FD and FD-IBS but were depleted in IBS. Markers of central carbon metabolism and lipidome profiles allowed better discrimination and model predictability than metaproteome profile in healthy and FGID conditions.

Overall, the multi-omics integration allowed the discrimination of healthy controls and FGID patients. It also effectively differentiated the biochemistry of FGID subtypes including FD, IBS and FD-IBS co-occurrence. This study points towards the possibility of multi-omics integration for rapid and high throughput analysis of plasma samples to support clinicians screen and diagnose patients with suspected FGIDs.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Azizan, K. A., Baharum, S. N., Ressom, H. W., & Noor, N. M. (2012). GC-MS analysis and PLS-DA validation of the trimethyl silyl-derivatization techniques. American Journal of Applied Sciences, 9, 1124–1136

    Article  CAS  Google Scholar 

  • Beale, D. J., Shah, R., Karpe, A. V., Hillyer, K. E., McAuley, A. J., Au, G. G. … Vasan, S. S. (2021). Metabolic Profiling from an Asymptomatic Ferret Model of SARS-CoV-2 Infection

  • Bernelot Moens, S. J., Verweij, S. L., Schnitzler, J. G., Stiekema, L. C. A., Bos, M., Langsted, A. … Kroon, J. (2017). Remnant Cholesterol Elicits Arterial Wall Inflammation and a Multilevel Cellular Immune Response in Humans. Arteriosclerosis, Thrombosis, And Vascular Biology, 37, 969–975

    Article  CAS  Google Scholar 

  • Bierman, A. J., Tertoolen, L. G., de Laat, S. W., & Moolenaar, W. H. (1987). The Na+/H + exchanger is constitutively activated in P19 embryonal carcinoma cells, but not in a differentiated derivative. Responsiveness to growth factors and other stimuli. Journal Of Biological Chemistry, 262, 9621–9628

    Article  CAS  Google Scholar 

  • Burns, G. L., Bruce, J., Minahan, K., Mathe, A., Fairlie, T., Cameron, R. … Keely, S. (2021). Distinct Adaptive Immunophenotypes in duodenal mucosa but not in peripheral blood of patients with functional dyspepsia. 2021.11.22.21266508

  • Camilleri, M. (2009). Serotonin in the gastrointestinal tract. Current opinion in endocrinology diabetes and obesity, 16, 53–59

    Article  CAS  Google Scholar 

  • Chong, J., Soufan, O., Li, C., Caraus, I., Li, S., Bourque, G. … Xia, J. (2018). MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis. Nucleic Acids Research, 46, W486–W494

    Article  CAS  Google Scholar 

  • Drossman, D. A. (2016). Functional Gastrointestinal Disorders: History, Pathophysiology, Clinical Features, and Rome IV. Gastroenterology, 150, 1262–1279e2

    Article  Google Scholar 

  • Enck, P., Azpiroz, F., Boeckxstaens, G., Elsenbruch, S., Feinle-Bisset, C., Holtmann, G. … Talley, N. J. (2017). Functional dyspepsia. Nature Reviews Disease Primers, 3, 17081

    Article  Google Scholar 

  • Fiehn, O. (2016). Metabolomics by gas chromatography–mass spectrometry: Combined targeted and untargeted profiling. Current protocols in molecular biology114, 30.4. 1-30.4. 32

  • Fiehn, O., Robertson, D., Griffin, J., van der Werf, M., Nikolau, B., Morrison, N. … Taylor, C. (2007). The metabolomics standards initiative (MSI). Metabolomics, 3, 175–178

    Article  CAS  Google Scholar 

  • Fischbach, W., Malfertheiner, P., Lynen Jansen, P., Bolten, W., Bornschein, J., Buderus, S. … Vieth, M. (2016). [S2k-guideline Helicobacter pylori and gastroduodenal ulcer disease]. Zeitschrift Fur Gastroenterologie, 54, 327–363

    Article  CAS  Google Scholar 

  • François, M., Karpe, A., Liu, J. W., Beale, D., Hor, M., Hecker, J. … Leifert, W. R. (2021). Salivaomics as a Potential Tool for Predicting Alzheimer’s Disease During the Early Stages of Neurodegeneration. Journal of Alzheimer’s Disease, 82, 1301–1313

    Article  Google Scholar 

  • Griffin, J. L., Nicholls, A. W., Daykin, C. A., Heald, S., Keun, H. C., Schuppe-Koistinen, I. … Robertson, D. (2007). Standard reporting requirements for biological samples in metabolomics experiments: mammalian/in vivo experiments. Metabolomics, 3, 179–188

    Article  CAS  Google Scholar 

  • Gyawali, P., Karpe, A. V., Hillyer, K. E., Nguyen, T. V., Hewitt, J., & Beale, D. J. (2021a). A multi-platform metabolomics approach to identify possible biomarkers for human faecal contamination in GreenshellTM mussels (Perna canaliculus). Science of The Total Environment, 145363

  • Haag, S., Talley, N. J., & Holtmann, G. (2004). Symptom patterns in functional dyspepsia and irritable bowel syndrome: relationship to disturbances in gastric emptying and response to a nutrient challenge in consulters and non-consulters. 53,1445–1451

  • Hernández-de-Diego, R., Tarazona, S., Martínez-Mira, C., Balzano-Nogueira, L., Furió-Tarí, P., Pappas, G. J. Jr., & Conesa, A. (2018). PaintOmics 3: a web resource for the pathway analysis and visualization of multi-omics data. Nucleic Acids Research, 46, W503–w509

    Article  Google Scholar 

  • Hoedt, E. C., Shanahan, E. R., Keely, S., Shah, A., Burns, G. L., Holtmann, G. J. … Morrison, M. (2021). Draft Genome Sequence of Streptococcus salivarius AGIRA0003, Isolated from Functional Gastrointestinal Disorder Duodenal Tissue. Microbiology resource announcements, 10, e0075821–e0075821

    Article  Google Scholar 

  • Holtmann, G. J., & Talley, N. J. (2018). Inconsistent symptom clusters for functional gastrointestinal disorders in Asia: is Rome burning? Gut, 67, 1911–1915

    Article  Google Scholar 

  • Huang, H. T., Zhang, X. Y., Zhang, C., Ling, Q., & Zheng, S. S. (2020). Predicting dyslipidemia after liver transplantation: A significant role of recipient metabolic inflammation profile. World journal of gastroenterology, 26, 2374–2387

    Article  CAS  Google Scholar 

  • James, S. C., Fraser, K., Young, W., Heenan, P. E., Gearry, R. B., Keenan, J. I. … Roy, N. C. (2021). Concentrations of Fecal Bile Acids in Participants with Functional Gut Disorders and Healthy Controls. Metabolites, 11, 612

    Article  CAS  Google Scholar 

  • Jeffery, I. B., Das, A., O’Herlihy, E., Coughlan, S., Cisek, K., Moore, M. … O’Toole, P. W. (2020). Differences in Fecal Microbiomes and Metabolomes of People With vs Without Irritable Bowel Syndrome and Bile Acid Malabsorption. Gastroenterology, 158, 1016–1028e8

    Article  CAS  Google Scholar 

  • Jones, M. P., Chey, W. D., Singh, S., Gong, H., Shringarpure, R., Hoe, N. … Talley, N. J. (2014). A biomarker panel and psychological morbidity differentiates the irritable bowel syndrome from health and provides novel pathophysiological leads. Alimentary Pharmacology & Therapeutics, 39, 426–437

    Article  CAS  Google Scholar 

  • Karpe, A. V., Beale, D. J., Morrison, P. D., Harding, I. H., & Palombo, E. A. (2015). Untargeted metabolic profiling of Vitis vinifera during fungal degradation. Fems Microbiology Letters, 362, fnv060

    Article  Google Scholar 

  • Karpe, A. V., Hutton, M. L., Mileto, S. J., James, M. L., Evans, C., Shah, R. M. … Beale, D. J. (2021). Cryptosporidiosis Modulates the Gut Microbiome and Metabolism in a Murine Infection Model. Metabolites11, 380

  • Khan, I., & Khan, K. (2019). Uncoupling of Carbonic Anhydrase from Na-H exchanger-1 in Experimental Colitis: A Possible Mechanistic Link with Na-H Exchanger. 9,700

  • Koloski, N., Holtmann, G., & Talley, N. J. (2020). Is there a causal link between psychological disorders and functional gastrointestinal disorders? Expert Review of Gastroenterology & Hepatology, 14, 1047–1059

    Article  CAS  Google Scholar 

  • Lim, Y., Tang, K. D., Karpe, A. V., Beale, D. J., Totsika, M., Kenny, L. … Punyadeera, C. (2021). Chemoradiation therapy changes oral microbiome and metabolomic profiles in patients with oral cavity cancer and oropharyngeal cancer. 43,1521–1534

  • Linsalata, M., Riezzo, G., D’Attoma, B., Clemente, C., Orlando, A., & Russo, F. (2018). Noninvasive biomarkers of gut barrier function identify two subtypes of patients suffering from diarrhoea predominant-IBS: a case-control study. Bmc Gastroenterology, 18, 167

    Article  CAS  Google Scholar 

  • Luo, L., Hu, M., Li, Y., Chen, Y., Zhang, S., Chen, J. … Liao (2018). Association between metabolic profile and microbiomic changes in rats with functional dyspepsia. Q J R a, 8, 20166–20181

    CAS  Google Scholar 

  • Madisch, A., Andresen, V., Enck, P., Labenz, J., Frieling, T., & Schemann, M. (2018). The Diagnosis and Treatment of Functional Dyspepsia. Deutsches Arzteblatt international, 115, 222–232

    PubMed  PubMed Central  Google Scholar 

  • Mainoli, B., Filyk, A. K., Lu, C., & Dufour, A. (2021). A154 proteomic identification of inflammatory and fibrostenotic blood serum biomarkers in Crohn’s disease. Journal of the Canadian Association of Gastroenterology, 4, 159–161

    Article  Google Scholar 

  • Menees, S. B., Powell, C., Kurlander, J., Goel, A., & Chey, W. D. (2015). A meta-analysis of the utility of C-reactive protein, erythrocyte sedimentation rate, fecal calprotectin, and fecal lactoferrin to exclude inflammatory bowel disease in adults with IBS. American Journal Of Gastroenterology, 110, 444–454

    Article  CAS  Google Scholar 

  • Metsalu, Tauno and Vilo, Jaak. Clustvis: a web tool for visualizing clustering of multivariate data using Principal Component Analysis and heatmap. Nucleic Acids Research, 43(W1):W566?W570, 2015. doi: https://doi.org/10.1093/nar/gkv468

  • Nakada, N., Mikami, T., Horie, K., Nagashio, R., Sakurai, Y., Sanoyama, I. … Murakumo, Y. (2020). Expression of CA2 and CA9 carbonic anhydrases in ulcerative colitis and ulcerative colitis-associated colorectal cancer. 70,523–532

  • NHMRC, ARC and Universities-Australia. (2018). In N. H. .a.M.R. (Ed.), National Statement on Ethical Conduct in Human Research 2007 (Updated 2018) in Council. National Health and Medical Research Council

  • Ohlsson, B., Orho-Melander, M., & Nilsson, P. M. (2017). Higher Levels of Serum Zonulin May Rather Be Associated with Increased Risk of Obesity and Hyperlipidemia, Than with Gastrointestinal Symptoms or Disease Manifestations.Int J Mol Sci18

  • Rodiño-Janeiro, B. K., Vicario, M., Alonso-Cotoner, C., Pascua-García, R., & Santos, J. (2018). A review of microbiota and irritable bowel syndrome: Future in therapies. Advances in therapy, 35, 289–310

    Article  Google Scholar 

  • Rowan, C. R., Brown, E., Ryan, E., Taylor, C., & Doherty, G. A. (2018). P022 Severe disease activity in UC is associated with mucosal hypoxia measured endoscopically. Journal of Crohn’s and Colitis, 12, S104–S104

    Article  Google Scholar 

  • Roy, N., Fraser, K., Young, W., Cooney, J., McNabb, W., & Gearry, R. (2019). The COMFORT Cohort: Identifying Biomarkers Relevant to Functional Gastrointestinal Disorders (P20-039-19).Current Developments in Nutrition3

  • Shah, R. M., Hillyer, K. E., Stephenson, S., Crosswell, J., Karpe, A. V., Palombo, E. A. … Beale, D. J. (2021). Functional analysis of pristine estuarine marine sediments. Science of The Total Environment, 781, 146526

    Article  CAS  Google Scholar 

  • Shinde, T., Perera, A. P., Vemuri, R., Gondalia, S. V., Beale, D. J., Karpe, A. V. … Stanley, R. (2020). Synbiotic supplementation with prebiotic green banana resistant starch and probiotic Bacillus coagulans spores ameliorates gut inflammation in mouse model of inflammatory bowel diseases. European Journal Of Nutrition, 59, 3669–3689

    Article  CAS  Google Scholar 

  • Sperber, A. D., Freud, T., Aziz, I., Palsson, O. S., Drossman, D. A., Dumitrascu, D. L. … Bangdiwala, S. I. (2021). Greater Overlap of Rome IV Disorders of Gut-Brain Interactions Leads to Increased Disease Severity and Poorer Quality of Life. Clin Gastroenterol Hepatol

  • Staratain, M. (2016). The Agilent Metabolomics DynamicMRM Database and Method (5991-6482EN), Agilent Technologies Technical Overview

  • Stevens, B. R., Goel, R., Seungbum, K., Richards, E. M., Holbert, R. C., Pepine, C. J., & Raizada, M. K. (2018). Increased human intestinal barrier permeability plasma biomarkers zonulin and FABP2 correlated with plasma LPS and altered gut microbiome in anxiety or depression. Gut, 67, 1555–1557

    Article  CAS  Google Scholar 

  • Talley, N. J., Holtmann, G., & Walker, M. M. (2015). Therapeutic strategies for functional dyspepsia and irritable bowel syndrome based on pathophysiology. Journal of Gastroenterology, 50, 601–613

    Article  CAS  Google Scholar 

  • Talley, N. J., Holtmann, G., Walker, M. M., Burns, G., Potter, M., Shah, A. … Keely, S. (2019). Circulating Anti-cytolethal Distending Toxin B and Anti-vinculin Antibodies as Biomarkers in Community and Healthcare Populations With Functional Dyspepsia and Irritable Bowel Syndrome. Clin Transl Gastroenterol, 10, e00064

    Article  Google Scholar 

  • Talley, N. J., Holtmann, G. J., Jones, M., Koloski, N. A., Walker, M. M., Burns, G. … Keely, S. (2020). Zonulin in serum as a biomarker fails to identify the IBS, functional dyspepsia and non-coeliac wheat sensitivity. 69,1719–1722

  • Tsigaridas, A., Anagnostopoulos, A. K., Papadopoulou, A., Ioakeim, S., Vaiopoulou, A., Papanikolaou, I. S. … Gazouli, M. (2018). Identification of serum proteome signature of irritable bowel syndrome: Potential utility of the tool for early diagnosis and patient’s stratification. Journal of Proteomics, 188, 167–172

    Article  CAS  Google Scholar 

  • Uhde, M., Ajamian, M., Caio, G., De Giorgio, R., Indart, A., Green, P. H. … Alaedini, A. (2016). Intestinal cell damage and systemic immune activation in individuals reporting sensitivity to wheat in the absence of coeliac disease. 65,1930–1937

  • Vijayvargiya, P., Busciglio, I., Burton, D., Donato, L., Lueke, A., & Camilleri, M. (2018). Bile Acid Deficiency in a Subgroup of Patients With Irritable Bowel Syndrome With Constipation Based on Biomarkers in Serum and Fecal Samples. Clinical Gastroenterology and Hepatology, 16, 522–527

    Article  CAS  Google Scholar 

  • Waluga, M. (2020). 9 - Biomarkers of irritable bowel syndrome in Fichna, J. (Ed), A Comprehensive Overview of Irritable Bowel Syndrome, Academic Press. pp. 107–127

  • Wu, Q., Zou, M., Yang, M., Zhou, S., Yan, X., Sun, B. … Yu, S. (2016). Revealing Potential Biomarkers of Functional Dyspepsia by Combining 1H NMR Metabonomics Techniques and an Integrative Multi-objective Optimization Method. Scientific Reports, 6, 18852

    Article  CAS  Google Scholar 

  • Xiao, Y., Wang, Y., Liu, Y., Wang, W., Tian, X., Chen, S. … Cai, W. (2021). A nonbile acid farnesoid X receptor agonist tropifexor potently inhibits cholestatic liver injury and fibrosis by modulating the gut–liver axis. Liver International, 41, 2117–2131

    Article  CAS  Google Scholar 

Download references

Funding

The operational funding for this study was provided through the CSIRO Probing Biosystems Future Science Platform (FSP).

Author information

Authors and Affiliations

Authors

Contributions

A.V.K., D.J.B., N.K., A.S. and G.H.: Concept, experiment design, planning, analysis, manuscript drafting, and critical review. A.V.K. and D.J.B.: Data analysis, interpretation, manuscript drafting, and critical review. J.-W.L.: Proteomic sample process and analysis. A.V.K and N.K.: sample handling and ethics approval process. All authors have read and agreed to the published version of the manuscript.

Corresponding author

Correspondence to David J Beale.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary Material 1

Supplementary Material 2

Supplementary Material 3

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Karpe, A.V., Liu, JW., Shah, A. et al. Utilising lipid and, arginine and proline metabolism in blood plasma to differentiate the biochemical expression in functional dyspepsia (FD) and irritable bowel syndrome (IBS). Metabolomics 18, 38 (2022). https://doi.org/10.1007/s11306-022-01900-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11306-022-01900-z

Keywords

Navigation