Display options
Share it on

J Biochem Mol Toxicol. 2021 Sep 27;e22925. doi: 10.1002/jbt.22925. Epub 2021 Sep 27.

In silico insights into potential gut microbial modulation of NAD+ metabolism and longevity.

Journal of biochemical and molecular toxicology

Rahagir Salekeen, Md Hasanul Banna Siam, Dilara Islam Sharif, Michael S Lustgarten, Md Morsaline Billah, Kazi Mohammed Didarul Islam

Affiliations

  1. Biotechnology and Genetic Engineering Discipline, Life Science School, Khulna University, Khulna, Bangladesh.
  2. Department of Microbiology, Faculty of Biological Science, University of Dhaka, Dhaka, Bangladesh.
  3. Department of Genetic Engineering and Biotechnology, Faculty of Life and Earth Sciences, Jagannath University, Dhaka, Bangladesh.
  4. Nutrition, Exercise Physiology, and Sarcopenia Laboratory, Jean Mayer USDA Human Nutrition Research Center, Tufts University, Boston, Massachusetts, USA.

PMID: 34580953 DOI: 10.1002/jbt.22925

Abstract

Recent evidence has prompted the notion of gut-microbial signatures as an indirect marker of aging and aging-associated decline in humans. However, the underlying host-symbiont molecular interactions contributing to these signatures remain poorly understood. In this study, we address this gap using cheminformatic analyses to elucidate potential gut microbial metabolites that may perturb the longevity-associated NAD+ metabolic network. In silico ADMET, KEGG interaction analysis, molecular docking, molecular dynamics simulation, and molecular mechanics calculation predict a large number of safe and bioavailable microbial metabolites to be direct and/or indirect activators of NAD+-dependent sirtuin proteins. Our simulation results suggest dihydropteroate, phenylpyruvic acid, indole-3-propionic acid, phenyllactic acid, all-trans-retinoic acid, and multiple deoxy-, methyl-, and cyclic nucleotides from intestinal microbiota as the best-performing regulators of NAD+ metabolism. Retracing these molecules to their source microorganisms also suggest commensal Escherichia, Bacteroides, Bifidobacteria, and Lactobacilli to be associated with the highest number of pro-longevity metabolites. These findings from our early-stage study, therefore, provide an informatics-based context for previous evidence in the area and grant novel insights for future clinical investigation intersecting anti-aging drug discovery, probiotics, and gut microbial signatures.

© 2021 Wiley Periodicals LLC.

Keywords: antiaging; bioinformatics; cheminformatics; drug discovery; intestinal microbiota; sirtuins

References

  1. C. López-Otín, M. A. Blasco, L. Partridge, M. Serrano, G. Kroemer, Cell 2013, 153, 1194. - PubMed
  2. M. Serrano, N. Engl. J. Med. 2017, 376, 1083. - PubMed
  3. Z. Ling, X. Liu, Y. Cheng, X. Yan, S. Wu, Crit. Rev. Food Sci. Nutr. 2020, 1. https://doi.org/10.1080/10408398.2020.1867054 - PubMed
  4. S.ichiro Imai, L. Guarente, Trends Cell Biol. 2014, 24, 464. - PubMed
  5. N. Xie, L. Zhang, W. Gao, C. Huang, P. E. Huber, X. Zhou, C. Li, G. Shen, B. Zou, Signal Transduct. Target Ther. 2020, 5, 227. - PubMed
  6. A. J. Covarrubias, R. Perrone, A. Grozio, E. Verdin, Nat. Rev. Mol. Cell Biol. 2020, 22, 119. - PubMed
  7. N. Xie, L. Zhang, W. Gao, C. Huang, P. E. Huber, X. Zhou, C. Li, G. Shen, B. Zou, Signal Transduct. Target Ther. 2020, 5, 1. - PubMed
  8. M. S. Bonkowski, D. A. Sinclair, Nat. Rev. Mol. Cell Biol. 2016, 17, 679. - PubMed
  9. W. Dang, Drug Discovery Today: Technol. 2014, 12, e9. - PubMed
  10. S. Michan, D. Sinclair, Biochem. J. 2007, 404, 1. - PubMed
  11. S. Imai, J. Yoshino, Diabetes, Obes. Metab. 2013, 15, 26. - PubMed
  12. E. C. Kim, J. R. Kim, BMB Rep. 2019, 52, 47. - PubMed
  13. S. Ribarič, Oxid. Med. Cell. Longevity 2012, 2012, 741468. - PubMed
  14. S. Song, E. W. F. Lam, T. Tchkonia, J. L. Kirkland, Y. Sun, Trends Biochem. Sci. 2020, 45, 578. - PubMed
  15. B. G. Childs, M. Durik, D. J. Baker, J. M. van Deursen, Nat. Med. 2015, 21, 1424. - PubMed
  16. C. Pagiatakis, E. Musolino, R. Gornati, G. Bernardini, R. Papait, Aging. Clin. Exp. Res. 2019, 33, 1. https://doi.org/10.1007/s40520-019-01430-0 - PubMed
  17. X. K. Chen, Z. N. Yi, G. T. Wong, K. Hasan, J. S. Kwan, A. C. Ma, R. C. Chang, Aging Cell 2020, 20, 13294. https://doi.org/10.1111/acel.13294 - PubMed
  18. F. A. Badria, Resveratrol-Adding Life to Years, Not Adding Years to Life IntechOpen 2019. https://doi.org/10.5772/intechopen.74428 - PubMed
  19. J. L. Kirkland, T. Tchkonia, J. Intern. Med. 2020, 288, 518. - PubMed
  20. M. A. Rahman, N. H. Kim, S. H. Kim, S. M. Oh, S. O. Huh, Korean J. Physiol. Pharmacol. 2012, 16, 321. - PubMed
  21. A. Haroyan, V. Mukuchyan, N. Mkrtchyan, N. Minasyan, S. Gasparyan, A. Sargsyan, M. Narimanyan, A. Hovhannisyan, BMC Complement. Altern. Med. 2018, 18, 7. - PubMed
  22. A. M. Vaiserman, A. K. Koliada, F. Marotta, Ageing Res. Rev. 2017, 35, 36. - PubMed
  23. K. A. Krautkramer, J. Fan, F. Bäckhed, Nat. Rev. Microbiol. 2021, 19, 77. - PubMed
  24. J. Xu, Y. Yang, Gut Microbes 2021, 13, 1936379. https://doi.org/10.1080/19490976.2021.1936379 - PubMed
  25. A. S. Wellman, M. R. Metukuri, N. Kazgan, X. Xu, Q. Xu, N. S. X. Ren, A. Czopik, M. T. Shanahan, A. Kang, W. Chen, M. A. Azcarate-Peril, A. S. Gulati, D. C. Fargo, L. Guarente, X. Li, Gastroenterology 2017, 153, 772. - PubMed
  26. Y. Zhang, X. L. Wang, M. Zhou, C. Kang, H. D. Lang, M. T. Chen, S. C. Hui, B. Wang, M. T. Mi, Exp. Mol. Med. 2018, 50, 1. - PubMed
  27. P. Chandramowlishwaran, A. Vijay, D. Abraham, G. Li, S. M. Mwangi, S. Srinivasan, Front. Neurosci. 2020, 14, 1368. - PubMed
  28. Y. T. Chou, T. T. Liu, U. C. Yang, C. C. Huang, C. W. Liu, S. F. Huang, T. Z. Li, H. M. Liu, M. W. Lin, Y. Y. Yang, T. Y. Lee, Y. H. Huang, M. C. Hou, H. C. Lin, Int. J. Mol. Sci. 2021, 22, 1. - PubMed
  29. A. S. Wellman, M. R. Metukuri, N. Kazgan, X. Xu, Q. Xu, N. Ren, A. Czopik, M. T. Shanahan, A. Kang, W. Chen, M. A. Azcarate-Peril, A. S. Gulati, D. C. Fargo, L. Guarente, X. Li, Gastroenterology 2017, 153, 772. - PubMed
  30. I. Shats, J. G. Williams, J. Liu, M. V. Makarov, X. Wu, F. B. Lih, L. J. Deterding, C. Lim, X. Xu, T. A. Randall, E. Lee, W. Li, W. Fan, J. L. Li, M. Sokolsky, A. V. Kabanov, L. Li, M. E. Migaud, J. W. Locasale, X. Li, Cell Metab. 2020, 31, 564. - PubMed
  31. M. H. Mirhakkak, S. Schäuble, T. E. Klassert, S. Brunke, P. Brandt, D. Loos, R. V. Uribe, F. Senne de Oliveira Lino, Y. Ni, S. Vylkova, H. Slevogt, B. Hube, G. J. Weiss, M. Sommer, G. Panagiotou, ISME. J. 2020, 15, 1257. - PubMed
  32. C. Hidalgo-Cantabrana, M. A. Moro-García, A. Blanco-Míguez, F. Fdez-Riverola, A. Lourenço, R. Alonso-Arias, B. Sánchez, Front. Microbiol. 2017, 8, 1726. - PubMed
  33. S. Michelini, B. Balakrishnan, S. Parolo, A. Matone, J. A. Mullaney, W. Young, O. Gasser, C. Wall, C. Priami, R. Lombardo, M. Kussmann, Microbiome 2018, 6. - PubMed
  34. G. Madhavi Sastry, M. Adzhigirey, T. Day, R. Annabhimoju, W. Sherman, J. Comput.-Aided Mol. Des. 2013, 27, 221. - PubMed
  35. D. San, Accelrys Software Inc. 2012. - PubMed
  36. A. Daina, O. Michielin, V. Zoete, Sci. Rep. 2017, 7, 42717. - PubMed
  37. T. Sander, J. Freyss, M. von Korff, J. R. Reich, C. Rufener, J. Chem. Inf. Model. 2009, 49, 232. - PubMed
  38. G. Martinez-Rosell, S. Lovera, Z. A. Sands, G. de Fabritiis, J. Chem. Inf. Model. 2020, 60, 2314. - PubMed
  39. R. A. Laskowski, J. A. C. Rullmann, M. W. MacArthur, R. Kaptein, J. M. Thornton, J. Biomol. NMR 1996, 8, 477. - PubMed
  40. M. Wiederstein, M. J. Sippl, Nucleic Acids Res. 2007, 35, W407. - PubMed
  41. C. S. de Magalhães, D. M. Almeida, H. J. C. Barbosa, L. E. Dardenne, Inf. Sci. (Ny). 2014, 289, 206. - PubMed
  42. M. Skalic, G. Martínez-Rosell, J. Jiménez, G. de Fabritiis, Bioinformatics 2019, 35, 1237. - PubMed
  43. J. Jiménez, M. Škalič, G. Martínez-Rosell, G. de Fabritiis, J. Chem. Inf. Model. 2018, 58, 287. - PubMed
  44. R. Salekeen, J. Barua, P. R. Shaha, K. Islam, M. E. Islam, M. M. Billah, S. Rahman, J. Biomol. Struct. Dyn. 2021, 1. - PubMed
  45. M. M. Mysinger, M. Carchia, J. J. Irwin, B. K. Shoichet, J. Med. Chem. 2012, 55, 6582. - PubMed
  46. J. Jiménez, D. Sabbadin, A. Cuzzolin, G. Martínez-Rosell, J. Gora, J. Manchester, J. Duca, G. De Fabritiis, J. Chem. Inf. Model. 2019, 59, 1172. - PubMed
  47. K. Vanommeslaeghe, E. Hatcher, C. Acharya, S. Kundu, S. Zhong, J. Shim, E. Darian, O. Guvench, P. Lopes, I. Vorobyov, A. D. Mackerell Jr, J. Comput. Chem. 2010, 31, 671. - PubMed
  48. B. Hess, C. Kutzner, D. van der Spoel, E. Lindahl, J. Chem. Theory Comput. 2008, 4, 435. - PubMed
  49. S. Genheden, U. Ryde, Expert Opin. Drug Discovery 2015, 10, 449. - PubMed
  50. I. Letunic, P. Bork, Nucleic Acids Res. 2019, 47, W256. - PubMed
  51. R. Salekeen, J. Barua, R. Shaha, K. Mohammed, J. Biomol. Struct. Dyn. 2021, 1. https://doi.org/10.1080/07391102.2021.1877822 - PubMed
  52. A. Daina, V. Zoete, ChemMedChem 2016, 11, 1117. - PubMed
  53. D. S. Wishart, Y. D. Feunang, A. Marcu, A. C. Guo, K. Liang, R. Vázquez-Fresno, T. Sajed, D. Johnson, C. Li, N. Karu, Z. Sayeeda, E. Lo, N. Assempour, M. Berjanskii, S. Singhal, D. Arndt, Y. Liang, H. Badran, J. Grant, A. Serra-Cayuela, Y. Liu, R. Mandal, V. Neveu, A. Pon, C. Knox, M. Wilson, C. Manach, A. Scalbert, Nucleic Acids Res. 2018, 46, D608. - PubMed
  54. A. Lewinska, J. Adamczyk-Grochala, D. Bloniarz, J. Olszowka, M. Kulpa-Greszta, G. Litwinienko, A. Tomaszewska, M. Wnuk, R. Pazik, Redox Biol. 2020, 28, 101337. - PubMed
  55. V. Andreu Fernández, L. Almeida Toledano, N. Pizarro Lozano, E. Navarro Tapia, M. D. Gómez Roig, R. De la Torre Fornell, Ó. García Algar, Antioxidants 2020, 9, 440. - PubMed
  56. A. Azminah, L. Erlina, M. Radji, A. Mun'im, R. R. Syahdi, A. Yanuar, Comput. Biol. Chem. 2019, 83, 107096. - PubMed
  57. L. Scisciola, F. Sarno, V. Carafa, S. Cosconati, S. Di Maro, L. Ciuffreda, A. De Angelis, P. Stiuso, A. Feoli, G. Sbardella, L. Altucci, A. Nebbioso, Epigenetics 2020, 15, 664. - PubMed
  58. B. Karaman, W. Sippl, Eur. J. Med. Chem. 2015, 93, 584. - PubMed
  59. S. Huang, C. Song, X. Wang, G. Zhang, Y. Wang, X. Jiang, Q. Sun, L. Huang, R. Xiang, Y. Hu, L. Li, S. Yang, J. Chem. Inf. Model. 2017, 57, 669. - PubMed
  60. S. Liu, S. Ji, Z. J. Yu, H. L. Wang, X. Cheng, W. J. Li, L. Jing, Y. Yu, Q. Chen, L. L. Yang, G. B. Li, Y. Wu, Chem. Biol. Drug Des. 2018, 91, 257. - PubMed
  61. N. Babault, A. Allali-Hassani, F. Li, J. Fan, A. Yue, K. Ju, F. Liu, M. Vedadi, J. Liu, J. Jin, J. Med. Chem. 2018, 61, 1541. - PubMed
  62. M. Rossi, A. Amaretti, S. Raimondi, Nutrients 2011, 3, 118. - PubMed
  63. S. N. Chaudhari, M. Mukherjee, A. S. Vagasi, G. Bi, M. M. Rahman, C. Q. Nguyen, L. Paul, J. Selhub, E. T. Kipreos, Dev. Cell 2016, 38, 33. - PubMed
  64. J. M. Zingg, J. C. Shen, A. S. Yang, H. Rapoport, P. A. Jones, Nucleic Acids Res. 1996, 24, 3267. - PubMed
  65. S. N. Chaudhari, M. Mukherjee, A. S. Vagasi, G. Bi, M. M. Rahman, C. Q. Nguyen, L. Paul, J. Selhub, E. T. Kipreos, Dev. Cell 2016, 38, 33. - PubMed
  66. H. Biswas, I. Kar, R. Chattopadhyaya, Biomol. Concepts 2013, 4, 401. - PubMed
  67. M. Hashemi, F. Karami-Tehrani, S. Ghavami, S. Maddika, M. Los, Cell Proliferation 2005, 38, 269. - PubMed
  68. S. H. Lee, B. H. Jung, S. Y. Kim, B. C. Chung, Rapid Commun. Mass Spectrom. 2004, 18, 973. - PubMed
  69. Y. Li, Y. Wang, P. Wu, J. Cancer 2019, 10, 927. - PubMed
  70. N. Veal, C. L. Hsieh, S. Xiong, J. M. Mato, S. Lu, H. Tsukamoto, Am. J. Physiol. Gastrointest. Liver Physiol. 2004, 287, 352. - PubMed
  71. A. P. Rosa, C. E. Jacques, T. B. Moraes, C. M. Wannmacher, M. Dutra Ade, C. S. Dutra-Filho, Cell. Mol. Neurobiol. 2012, 32, 1113. - PubMed
  72. J. W. Park, M. H. Lee, J. O. Choi, H. Y. Park, S. C. Jung, Exp. Mol. Med. 2010, 42, 105. - PubMed
  73. A. J. M. Carpy, P. P. Haasbroek, D. W. Oliver, Phenylpyruvic acid derivatives as enzyme inhibitors: Therapeutic potential on macrophage migration inhibitory factor. in Medicinal Chemistry Research, 13, Springer, 2004, pp. 565. - PubMed
  74. I. K. Hwang, K. Y. Yoo, H. Li, O. K. Park, C. H. Lee, J. H. Choi, Y. G. Jeong, Y. L. Lee, Y. M. Kim, Y. G. Kwon, M. H. Won, J. Neurosci. Res. 2009, 87, 2126. - PubMed
  75. M. Karbownik, M. Stasiak, A. Zygmunt, K. Zasada, A. Lewiński, Cell Biochem. Funct. 2006, 24, 483. - PubMed
  76. P. Konopelski, M. Konop, M. Gawrys-Kopczynska, P. Podsadni, A. Szczepanska, M. Ufnal, Nutrients 2019, 11. - PubMed
  77. J. Li, L. Zhang, T. Wu, Y. Li, X. Zhou, Z. Ruan, J. Agric. Food Chem. 2021, 69, 1487. https://doi.org/10.1021/acs.jafc.0c05205 - PubMed
  78. Y. Li, W. Xu, F. Zhang, S. Zhong, Y. Sun, J. Huo, J. Zhu, C. Wu, mSystems 2020, 5. - PubMed
  79. S. Mimori, K. Kawada, R. Saito, M. Takahashi, K. Mizoi, Y. Okuma, M. Hosokawa, T. Kanzaki, Biochem. Biophys. Res. Commun. 2019, 517, 623. - PubMed
  80. Z. Wang, L. Zhang, Y. Liang, C. Zhang, Z. Xu, L. Zhang, R. Fuji, W. Mu, L. Li, J. Jiang, Y. Ju, Z. Wang, Sci. Rep. 2015, 5, 12012. - PubMed
  81. X. Ni, G. Hu, X. Cai, Crit. Rev. Food Sci. Nutr. 2019, 59, S71. - PubMed
  82. M. C. Cristiano, D. Cosco, C. Celia, A. Tudose, R. Mare, D. Paolino, M. Fresta, Colloids Surf., B 2017, 150, 408. - PubMed
  83. E. Storjord, J. A. Dahl, A. Landsem, J. K. Ludviksen, M. B. Karlsen, B. O. Karlsen, O. L. Brekke, Mol. Genet. Metab. 2019, 128, 254. - PubMed
  84. H. Manceau, L. Gouya, H. Puy, Curr. Opin. Hematol. 2017, 24, 198. - PubMed
  85. X. Gao, L. Zhao, S. Liu, Y. Li, S. Xia, D. Chen, M. Wang, S. Wu, Q. Dai, H. Vu, L. Zacharias, R. DeBerardinis, E. Lim, C. Metallo, T. J. Boggon, S. Lonial, R. Lin, H. Mao, Y. Pan, C. Shan, J. Chen, Mol. Cell 2019, 76(857-871), e9. - PubMed
  86. P. M. P. Santos, A. J. S. C. Vieira, J. Phys. Org. Chem. 2013, 26, 432. - PubMed
  87. Y. Xu, Y. Zhu, X. Li, B. Sun, Trends Food Sci. Technol. 2020, 100, 118. - PubMed
  88. P. Thomson, D. A. Medina, V. Ortúzar, M. Gotteland, D. Garrido, Food Res. Int. 2018, 109, 14. - PubMed
  89. Y. H. Xie, Q. Y. Gao, G. X. Cai, X. M. Sun, X. M. Sun, T. H. Zou, H. M. Chen, S. Y. Yu, Y. W. Qiu, W. Q. Gu, X. Y. Chen, Y. Cui, D. Sun, Z. J. Liu, S. J. Cai, J. Xu, Y. X. Chen, J. Y. Fang, EBioMedicine 2017, 25, 32. - PubMed
  90. M. Zhang, J. R. Chekan, D. Dodd, P. Y. Hong, L. Radlinski, V. Revindran, S. K. Nair, R. I. Mackie, I. Cann, Proc. Natl. Acad. Sci. U. S. A. 2014, 111, 3708. - PubMed
  91. D. Ai, H. Pan, X. Li, Y. Gao, G. Liu, L. C. Xia, Front. Microbiol. 2019, 10, 826. - PubMed
  92. N. Saji, S. Niida, K. Murotani, T. Hisada, T. Tsuduki, T. Sugimoto, A. Kimura, K. Toba, T. Sakurai, Sci. Rep. 2019, 9, 1. - PubMed
  93. C. J. Walsh, C. M. Guinane, C. Hill, R. P. Ross, P. W. O'Toole, P. D. Cotter, BMC Microbiol. 2015, 15, 183. - PubMed
  94. M. S. Kim, T. W. Whon, S. W. Roh, N. R. Shin, J. W. Bae, J. Bacteriol. 2011, 193, 6801. - PubMed
  95. B. J. Parker, P. A. Wearsch, A. C. M. Veloo, A. Rodriguez-Palacios, Front. Immunol. 2020, 11, 906. - PubMed
  96. H. Brüssow, Microb. Biotechnol. 2013, 6, 326. - PubMed
  97. H. M. Wexler, Clin. Microbiol. Rev. 2007, 20, 593. - PubMed
  98. M. C. Swearingen, A. Sabag-Daigle, B. M. M. Ahmer, J. Bacteriol. 2013, 195, 173. - PubMed
  99. K. Oshima, H. Toh, Y. Ogura, H. Sasamoto, H. Morita, S. H. Park, T. Ooka, S. Iyoda, T. D. Taylor, T. Hayashi, K. Itoh, M. Hattori, DNA Res. 2008, 15, 375. - PubMed
  100. S. N. Jiang, T. X. Phan, T. K. Nam, V. H. Nguyen, H. S. Kim, H. S. Bom, H. E. Choy, Y. Hong, J. J. Min, Mol. Ther. 2010, 18, 635. - PubMed
  101. S. R. Kang, E. J. Jo, V. H. Nguyen, Y. Zhang, H. S. Yoon, A. Pyo, D. Y. Kim, Y. Hong, H. S. Bom, J. J. Min, Theranostics 2020, 10, 4958. - PubMed
  102. B. E. López-Contreras, S. Morán-Ramos, R. Villarruel-Vázquez, L. Macías-Kauffer, H. Villamil-Ramírez, P. León-Mimila, J. Vega-Badillo, F. Sánchez-Muñoz, L. E. Llanos-Moreno, A. Canizalez-Román, B. Del Río-Navarro, I. Ibarra-González, M. Vela-Amieva, T. Villarreal-Molina, A. Ochoa-Leyva, C. A. Aguilar-Salinas, S. Canizales-Quinteros, Pediatric Obes. 2018, 13, 381. - PubMed
  103. S. C. Bischoff, Curr. Opin. Clin. Nutr. Metab. Care 2016, 19, 26. - PubMed
  104. E. Biagi, C. Franceschi, S. Rampelli, M. Severgnini, R. Ostan, S. Turroni, C. Consolandi, S. Quercia, M. Scurti, D. Monti, M. Capri, P. Brigidi, M. Candela, Curr. Biol. 2016, 26, 1480. - PubMed
  105. Y. Belkaid, T. W. Hand, Cell 2014, 157, 121. - PubMed
  106. D. Jurk, C. Wilson, J. F. Passos, F. Oakley, C. Correia-Melo, L. Greaves, G. Saretzki, C. Fox, C. Lawless, R. Anderson, G. Hewitt, S. L. Pender, N. Fullard, G. Nelson, J. Mann, B. van de Sluis, D. A. Mann, T. von Zglinicki, Nat. Commun. 2014, 2, 4172. - PubMed
  107. V. Guarner, M. E. Rubio-Ruiz. Low-Grade Systemic Inflammation Connects Aging, Metabolic Syndrome and Cardiovascular Disease. in Interdisciplinary Topics in Gerontology vol. 40, 99-106 (S. Karger AG, 2014). - PubMed
  108. J. J. Jeong, K. A. Kim, Y. J. Hwang, M. J. Han, D. H. Kim, Beneficial Microbes 2016, 7, 707. - PubMed
  109. N. Yoshida, T. Emoto, T. Yamashita, H. Watanabe, T. Hayashi, T. Tabata, N. Hoshi, N. Hatano, G. Ozawa, N. Sasaki, T. Mizoguchi, H. Z. Amin, Y. Hirota, W. Ogawa, T. Yamada, K. I. Hirata, Circulation 2018, 138, 2486. - PubMed
  110. C. Xia, X. Cao, L. Cui, H. Liu, S. Wang, T. Chen, J. Funct. Foods 2020, 69, 103938. - PubMed

Publication Types