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Common alterations in plasma free amino acid profiles and gut microbiota-derived tryptophan metabolites of five types of cancer patients

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Abstract

Amino acids not only play a vital role in the synthesis of biological molecules such as proteins in cancer malignant cells, they are also essential metabolites for immune cell activation and antitumor effects in the tumor microenvironment. The abnormal changes in amino acid metabolism are closely related to the occurrence and development of tumors and immunity. Intestinal microorganisms play an essential role in amino acid metabolism, and tryptophan and its intestinal microbial metabolites are typical representatives. However, it is known that the cyclic amino acid profile is affected by specific cancer types, so relevant studies mainly focus on one type of cancer and rarely study different cancer forms at the same time. The objective of this study was to examine the PFAA profile of five cancer patients and the characteristics of tryptophan intestinal microbial metabolites to determine whether there are general amino acid changes across tumors. Plasma samples were collected from esophageal (n = 53), lung (n = 73), colorectal (n = 94), gastric (n = 55), breast cancer (n = 25), and healthy control (HC) (n = 139) subjects. PFAA profile and tryptophan metabolites were measured, and their perioperative changes were examined using high-performance liquid chromatography. Univariate analysis revealed significant differences between cancer patients and HC. Furthermore, multivariate analysis discriminated cancer patients from HC. Regression diagnosis models were established for each cancer group using differential amino acids from univariate analysis. Receiver-operating characteristic analysis was applied to evaluate these diagnosis models. Finally, GABA, arginine, tryptophan, taurine, glutamic acid, and melatonin showed common alterations across all types of cancer patients. Metabolic pathway analysis shows that the most significant enrichment pathways were tryptophan, arginine, and proline metabolism. This study provides evidence that common alterations of the metabolites mentioned above suggest their role in the pathogenesis of each cancer patient. It was suggested that multivariate models based on PFAA profiles and tryptophan metabolites might be applicable in the screening of cancer patients.

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Data availability

The data that support the findings of the current study are available on reasonable request from the corresponding author. The data are not publicly available due to restrictions e.g. containing information that could compromise the privacy of research participants.

References

  • Abramjuk C et al (2009) Divergent effects of taurolidine as potential anti-neoplastic agent: Inhibition of bladder carcinoma cells in vitro and promotion of bladder tumor in vivo. Oncol Rep 22(2):409–414

    CAS  PubMed  Google Scholar 

  • Aceto N et al (2009) Taurolidine and oxidative stress: a rationale for local treatment of mesothelioma. Eur Respir J 34(6):1399–1407

    CAS  PubMed  Google Scholar 

  • Agrawal A et al (2016) Role of melatonin in the pathophysiology of cancer. J Chron DD 7:1–6

    CAS  Google Scholar 

  • Ando S et al (2003) The significance of tumour markers as an indication for mediastinoscopy in non-small cell lung cancer. Respirology 8(2):163–167

    PubMed  Google Scholar 

  • Ashino H et al (2003) Novel function of ascorbic acid as an angiostatic factor. Angiogenesis 6:259–269

    CAS  PubMed  Google Scholar 

  • Bowles TL et al (2008) Pancreatic cancer cell lines deficient in argininosuccinate synthetase are sensitive to arginine deprivation by arginine deiminase. Int J Cancer 123(8):1950–1955

    CAS  PubMed  PubMed Central  Google Scholar 

  • Braumann C et al (2009) Taurolidine reduces the tumor stimulating cytokine interleukin-1beta in patients with resectable gastrointestinal cancer: a multicentre prospective randomized trial. World J Surg Oncol 7(1):1–13

    Google Scholar 

  • Brzozowska A et al (2017) Gamma-amino butyric acid (GABA) level as an overall survival risk factor in breast cancer. Ann Agric Environ Med 24(3):435–439

    CAS  PubMed  Google Scholar 

  • Burke L et al (2020) The Janus-like role of proline metabolism in cancer. Cell Death Discovery 6(1):104

    CAS  PubMed  PubMed Central  Google Scholar 

  • Daigeler A et al (2008) Synergistic apoptotic effects of taurolidine and TRAIL on squamous carcinoma cells of the esophagus. Int J Oncol 32(6):1205–1220

    CAS  PubMed  Google Scholar 

  • Danaceau JP et al (2003) A liquid chromatographic-tandem mass spectrometric method for the analysis of serotonin and related indoles in human whole blood. J Anal Toxicol 27(7):440–444

    CAS  PubMed  Google Scholar 

  • Dereziński P et al (2017) Amino acid profiles of serum and urine in search for prostate cancer biomarkers: a pilot study. Int J Med Sci 14(1):1

    PubMed  PubMed Central  Google Scholar 

  • Dols MC et al (2006) Specific alterations in the serum amino acid profile of patients with lung cancer and head and neck cancer. Oncol 29(7):283–290

    Google Scholar 

  • El Agouza I et al (2011) Taurine: a novel tumor marker for enhanced detection of breast cancer among female patients. Angiogenesis 14:321–330

    PubMed  Google Scholar 

  • El-Fattah A, Eslam E (2022) IDO/kynurenine pathway in cancer: possible therapeutic approaches. J Transl Med 20(1):1–13

    Google Scholar 

  • Grant RS (2018) Indoleamine 2, 3-Dioxygenase activity increases NAD+ production in IFN-γ–stimulated human primary mononuclear cells. Int J Tryptophan Res 11:1178646917751636

    PubMed  PubMed Central  Google Scholar 

  • Grzywa TM et al (2020) Myeloid cell-derived arginase in cancer immune response. Front Immunol 11:938

    CAS  PubMed  PubMed Central  Google Scholar 

  • Gu Y et al (2015) Perioperative dynamics and significance of amino acid profiles in patients with cancer. J Transl Med 13(1):1–14

    CAS  Google Scholar 

  • Hanley JA, McNeil BJ (1982) The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143(1):29–36

    CAS  PubMed  Google Scholar 

  • Heng B et al (2016) Understanding the role of the kynurenine pathway in human breast cancer immunobiology. Oncotarget 7(6):6506

    PubMed  Google Scholar 

  • Hoksch B et al (2009) Taurolidine in the prevention and therapy of lung metastases. Eur J Cardiothorac Surg 36(6):1058–1063

    PubMed  Google Scholar 

  • Hu L et al (2016) Identification of arginine and its “Downstream” molecules as potential markers of breast cancer. IUBMB Life 68(10):817–822

    CAS  PubMed  Google Scholar 

  • Huang S et al (2016) Novel personalized pathway-based metabolomics models reveal key metabolic pathways for breast cancer diagnosis. Genome Med 8(1):1–14

    CAS  Google Scholar 

  • Iwan P, Stepniak J, Karbownik-Lewinska M (2021) Cumulative protective effect of melatonin and indole-3-propionic acid against KIO3—induced lipid peroxidation in porcine thyroid. Toxics 9(5):89

    CAS  PubMed  PubMed Central  Google Scholar 

  • Lei X, Tie J (2019) Prediction of disease-related metabolites using bi-random walks. PLoS ONE 14(11):e0225380

    CAS  PubMed  PubMed Central  Google Scholar 

  • Liu S, Madu CO, Lu Y (2018) The role of melatonin in cancer development. Oncomedicine 3(1):37–47

    Google Scholar 

  • Löb S et al (2009) IDO1 and IDO2 are expressed in human tumors: levo-but not dextro-1-methyl tryptophan inhibits tryptophan catabolism. Cancer Immunol Immunother 58(1):153–157

    PubMed  Google Scholar 

  • Lynch CJ, Adams SH (2014) Branched-chain amino acids in metabolic signalling and insulin resistance. Nat Rev Endocrinol 10(12):723–736

    CAS  PubMed  PubMed Central  Google Scholar 

  • Mates JM et al (2012) Sulphur-containing non enzymatic antioxidants: therapeutic tools against cancer. Front Biosci (schol Ed) 4:722–748

    PubMed  Google Scholar 

  • Minuk GY et al (2007) Decreased hepatocyte membrane potential differences and GABAa-β3 expression in human hepatocellular carcinoma. Hepatology 45(3):735–745

    CAS  PubMed  Google Scholar 

  • Miyagi Y et al (2011) Plasma free amino acid profiling of five types of cancer patients and its application for early detection. PLoS ONE 6(9):e24143

    CAS  PubMed  PubMed Central  Google Scholar 

  • Munn DH, Mellor AL (2013) Indoleamine 2, 3 dioxygenase and metabolic control of immune responses. Trends Immunol 34(3):137–143

    CAS  PubMed  Google Scholar 

  • Ogiso H et al (2017) The inhibition of indoleamine 2, 3-dioxygenase accelerates early liver regeneration in mice after partial hepatectomy. Dig Dis Sci 62(9):2386–2396

    CAS  PubMed  Google Scholar 

  • Oruganty K et al (2020) Common biochemical properties of metabolic genes recurrently dysregulated in tumors. Cancer Metab 8:1–15

    Google Scholar 

  • Phang JM et al (2015) Proline metabolism and cancer: emerging links to glutamine and collagen. Curr Opin Clin Nutr Metab Care 18(1):71

    CAS  PubMed  Google Scholar 

  • Rath M et al (2014) Metabolism via arginase or nitric oxide synthase: two competing arginine pathways in macrophages. Front Immunol 5:532

    PubMed  PubMed Central  Google Scholar 

  • Sánchez-Alcoholado L et al (2020) The role of the gut microbiome in colorectal cancer development and therapy response. Cancers 12(6):1406

    PubMed  PubMed Central  Google Scholar 

  • Sawicka MM et al (2022) Proline metabolism in malignant gliomas: a systematic literature review. Cancers 14(8):2030

    CAS  PubMed  PubMed Central  Google Scholar 

  • Simińska E, Koba M (2016) Amino acid profiling as a method of discovering biomarkers for early diagnosis of cancer. Amino Acids 48(6):1339–1345

    PubMed  Google Scholar 

  • Stapleton PP et al (1998) Host defense—a role for the amino acid taurine? J Parenter Enter Nutr 22(1):42–48

    CAS  Google Scholar 

  • Su X, Gao Y, Yang R (2022) Gut microbiota-derived tryptophan metabolites maintain gut and systemic homeostasis. Cells 11(15):2296

    CAS  PubMed  PubMed Central  Google Scholar 

  • Sun N, Zhao X (2022) Argininosuccinate synthase 1, arginine deprivation therapy and cancer management. Front Pharmacol. https://doi.org/10.3389/fphar.2022.935553

    Article  PubMed  PubMed Central  Google Scholar 

  • Synakiewicz A, Stachowicz-Stencel T, Adamkiewicz-Drozynska E (2014) The role of arginine and the modified arginine deiminase enzyme ADI-PEG 20 in cancer therapy with special emphasis on Phase I/II clinical trials. Expert Opin Investig Drugs 23(11):1517–1529

    CAS  PubMed  Google Scholar 

  • Thapar R, Titus MA (2014) Recent advances in metabolic profiling and imaging of prostate cancer. Curr Metabolomics 2(1):53–69

    CAS  PubMed  PubMed Central  Google Scholar 

  • Vissers YL et al (2005) Plasma arginine concentrations are reduced in cancer patients: evidence for arginine deficiency? Am J Clin Nutr 81(5):1142–1146

    CAS  PubMed  Google Scholar 

  • Wan Y et al (2019) Indole: a privileged scaffold for the design of anti-cancer agents. Eur J Med Chem 183:111691

    CAS  PubMed  Google Scholar 

  • Watanabe M et al (2006) Gamma-aminobutyric acid GABA and cell proliferation, focus on cancer cells. Histol histopathol

  • Weems JM, Yost GS (2010) 3-Methylindole metabolites induce lung CYP1A1 and CYP2F1 enzymes by AhR and non-AhR mechanisms, respectively. Chem Res Toxicol 23(3):696–704

    CAS  PubMed  PubMed Central  Google Scholar 

  • Weng T et al (2018) Recent discovery of indoleamine-2, 3-dioxygenase 1 inhibitors targeting cancer immunotherapy. Eur J Med Chem 143:656–669

    CAS  PubMed  Google Scholar 

  • Ye Z et al (2019) Role of IDO and TDO in cancers and related diseases and the therapeutic implications. J Cancer 10(12):2771

    CAS  PubMed  PubMed Central  Google Scholar 

  • Yu J, Kim AK (2009) Effect of taurine on antioxidant enzyme system in B16F10 melanoma cells. Taurine 7. Springer, pp 491–499

    Google Scholar 

  • Zhang J et al (2010) Suppression of hypoxia-inducible factor 1α (HIF-1α) by tirapazamine is dependent on eIF2α phosphorylation rather than the mTORC1/4E-BP1 pathway. PLoS ONE 5(11):e13910

    PubMed  PubMed Central  Google Scholar 

  • Zhang J et al (2021) Metabolites of microbiota response to tryptophan and intestinal mucosal immunity: a therapeutic target to control intestinal inflammation. Med Res Rev 41(2):1061–1088

    CAS  PubMed  Google Scholar 

  • Zhao Q et al (2014) Plasma and tissue free amino acid profiles and their concentration correlation in patients with lung cancer. Asia Pac J Clin Nutr 23(3):429–436

    CAS  PubMed  Google Scholar 

Download references

Acknowledgements

The authors acknowledge the support of Gulou Hospital and Southeast University, Nan**g, China.

Funding

This study was funded by the National Science Foundation of China (No. 82173575), the Fundamental Research Funds for the Central Universities (2242021k30014), and the Fundamental Research Funds for the Central Universities (2242021k30059).

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Ahad Hussain, First author, wrote the main manuscript text and statistical analysis Li **e. Equal contribution, method development and manuscript revision Guozhe Dengc. Experimental method development Xuejun Kang. Corresponding author, conceptualization, manuscript revision.

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Correspondence to Xuejun Kang.

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Hussain, A., **e, L., Deng, G. et al. Common alterations in plasma free amino acid profiles and gut microbiota-derived tryptophan metabolites of five types of cancer patients. Amino Acids 55, 1189–1200 (2023). https://doi.org/10.1007/s00726-023-03308-y

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