A Cross-Sectional Study of Potential Antimicrobial Resistance and Ecology in Gastrointestinal and Oral Microbial Communities of Young Normoweight Pakistani Individuals.

Maria Batool, Ciara Keating, Sundus Javed, Arshan Nasir, Muhammad Muddassar, Umer Zeeshan Ijaz
Author Information
  1. Maria Batool: Department of Biosciences, COMSATS University, Islamabad 45550, Pakistan.
  2. Ciara Keating: James Watt School of Engineering, University of Glasgow, Glasgow G12 8QQ, UK. ORCID
  3. Sundus Javed: Department of Biosciences, COMSATS University, Islamabad 45550, Pakistan. ORCID
  4. Arshan Nasir: Department of Biosciences, COMSATS University, Islamabad 45550, Pakistan. ORCID
  5. Muhammad Muddassar: Department of Biosciences, COMSATS University, Islamabad 45550, Pakistan.
  6. Umer Zeeshan Ijaz: James Watt School of Engineering, University of Glasgow, Glasgow G12 8QQ, UK. ORCID

Abstract

Antimicrobial resistance (AMR) is a major global public health concern mainly affecting low- and middle-income countries (LMICs) due to lack of awareness, inadequate healthcare and sanitation infrastructure, and other environmental factors. In this study, we aimed to link microbial assembly and covariates (body mass index, smoking, and use of antibiotics) to gut microbiome structure and correlate the predictive antimicrobial gene prevalence (piARG) using PICRUSt2. We examined the gastrointestinal and oral microbial profiles of healthy adults in Pakistan through 16S rRNA gene sequencing with a focus on different ethnicities, antibiotic usage, drinking water type, smoking, and other demographic measures. We then utilised a suite of innovative statistical tools, driven by numerical ecology and machine learning, to address the above aims. We observed that drinking tap water was the main contributor to increased potential AMR signatures in the Pakistani cohort compared to other factors considered. Microbial niche breadth analysis highlighted an aberrant gut microbial signature of smokers with increased age. Moreover, covariates such as smoking and age impact the human microbial community structure in this Pakistani cohort.

Keywords

References

  1. Crit Rev Food Sci Nutr. 2017 Sep 2;57(13):2857-2876 [PMID: 26464037]
  2. Front Endocrinol (Lausanne). 2020 Jan 31;11:25 [PMID: 32082260]
  3. Innate Immun. 2021 Jan;27(1):3-14 [PMID: 33243051]
  4. Microorganisms. 2021 May 27;9(6): [PMID: 34072124]
  5. ACS Omega. 2022 Jan 05;7(2):1628-1638 [PMID: 35071858]
  6. Nat Commun. 2020 Feb 4;11(1):693 [PMID: 32019923]
  7. Ann Ib Postgrad Med. 2016 Dec;14(2):56-57 [PMID: 28337088]
  8. J Microbiol. 2011 Aug;49(4):595-602 [PMID: 21887642]
  9. mSystems. 2017 Mar 7;2(2): [PMID: 28289731]
  10. Springerplus. 2016 Nov 8;5(1):1928 [PMID: 27933228]
  11. Int J Syst Evol Microbiol. 2008 Apr;58(Pt 4):970-5 [PMID: 18398204]
  12. Proc Natl Acad Sci U S A. 2012 Jun 19;109(25):9692-8 [PMID: 22615407]
  13. Nature. 2012 Jun 13;486(7402):207-14 [PMID: 22699609]
  14. Science. 2013 Jul 5;341(6141):1237439 [PMID: 23828941]
  15. Protein Cell. 2018 May;9(5):488-500 [PMID: 29736705]
  16. Dig Dis. 2016;34(3):260-8 [PMID: 27028893]
  17. Nature. 1972 Aug 18;238(5364):413-4 [PMID: 4559589]
  18. Neurochem Int. 2018 Nov;120:149-163 [PMID: 30114473]
  19. Ann Clin Microbiol Antimicrob. 2020 Jan 15;19(1):2 [PMID: 31941492]
  20. Antimicrob Resist Infect Control. 2019 Nov 21;8:188 [PMID: 31768252]
  21. Mol Biol Evol. 2013 Apr;30(4):772-80 [PMID: 23329690]
  22. Front Cell Infect Microbiol. 2022 Jul 25;12:877914 [PMID: 35959379]
  23. Bioinformatics. 2010 Jun 1;26(11):1463-4 [PMID: 20395285]
  24. Lancet. 2022 Feb 12;399(10325):629-655 [PMID: 35065702]
  25. BMC Infect Dis. 2021 Dec 7;21(1):1231 [PMID: 34876041]
  26. PLoS One. 2013 Apr 22;8(4):e61217 [PMID: 23630581]
  27. Front Microbiol. 2013 Apr 17;4:87 [PMID: 23616784]
  28. mSystems. 2021 Aug 31;6(4):e0013721 [PMID: 34254820]
  29. Wiley Interdiscip Rev Syst Biol Med. 2016 May;8(3):253-67 [PMID: 27103502]
  30. ISME J. 2012 Sep;6(9):1653-64 [PMID: 22456445]
  31. Indian J Med Res. 2010 Nov;132:482-6 [PMID: 21149995]
  32. Ger Med Sci. 2010 Jan 07;8:Doc01 [PMID: 20200654]
  33. Br J Pharmacol. 2008 Mar;153 Suppl 1:S347-57 [PMID: 18193080]
  34. Sci Rep. 2021 Mar 9;11(1):5532 [PMID: 33750881]
  35. Front Cell Infect Microbiol. 2020 Aug 07;10:409 [PMID: 32850502]
  36. Nat Biotechnol. 2020 Jun;38(6):685-688 [PMID: 32483366]
  37. Antimicrob Resist Infect Control. 2021 Mar 31;10(1):63 [PMID: 33789754]
  38. Front Microbiol. 2020 Oct 06;11:575707 [PMID: 33123107]
  39. Gut Microbes. 2012 Jan-Feb;3(1):4-14 [PMID: 22356853]
  40. Nat Ecol Evol. 2022 Jun;6(6):693-700 [PMID: 35484221]
  41. J Clin Microbiol. 2000 Oct;38(10):3555-60 [PMID: 11015363]
  42. PLoS One. 2016 Dec 1;11(12):e0167032 [PMID: 27907030]
  43. PLoS One. 2013 Jun 28;8(6):e62712 [PMID: 23840297]
  44. Nucleic Acids Res. 2013 Jan;41(Database issue):D590-6 [PMID: 23193283]
  45. Cell. 2014 Mar 27;157(1):121-41 [PMID: 24679531]
  46. Nat Rev Microbiol. 2013 Apr;11(4):277-84 [PMID: 23474681]
  47. Curr Opin Microbiol. 2018 Aug;44:20-27 [PMID: 30007202]
  48. BMC Infect Dis. 2021 Mar 6;21(1):244 [PMID: 33676421]
  49. Curr Opin Microbiol. 2020 Oct;57:95-101 [PMID: 33147565]
  50. FEMS Microbiol Ecol. 2020 Aug 1;96(8): [PMID: 32589193]
  51. Trends Microbiol. 2014 May;22(5):261-6 [PMID: 24618403]
  52. J Med Microbiol. 2004 Apr;53(Pt 4):325-332 [PMID: 15017290]
  53. World J Gastroenterol. 2015 Aug 21;21(31):9239-44 [PMID: 26309350]
  54. Front Microbiol. 2018 Jun 22;9:1250 [PMID: 29988340]
  55. Nature. 2012 Sep 13;489(7415):220-30 [PMID: 22972295]
  56. Sci Rep. 2014 May 06;4:4828 [PMID: 24797416]
  57. Nature. 2022 Apr;604(7907):732-739 [PMID: 35418674]
  58. Infect Drug Resist. 2019 Mar 26;12:687-699 [PMID: 30988635]
  59. Curr Opin Biotechnol. 2022 Feb;73:220-224 [PMID: 34492621]
  60. Biomed Res Int. 2017;2017:7908183 [PMID: 28884130]
  61. Science. 2016 Apr 29;352(6285):544-5 [PMID: 27126037]
  62. J Environ Sci (China). 2018 Oct;72:1-12 [PMID: 30244736]
  63. mSystems. 2022 Jun 28;7(3):e0008322 [PMID: 35418239]
  64. Antimicrob Resist Infect Control. 2017 May 15;6:47 [PMID: 28515903]
  65. PLoS One. 2010 Mar 10;5(3):e9490 [PMID: 20224823]
  66. Cell Rep. 2015 Apr 28;11(4):527-38 [PMID: 25892234]
  67. Front Microbiol. 2015 May 01;6:370 [PMID: 25983725]
  68. J Gastroenterol. 2019 Jan;54(1):53-63 [PMID: 29926167]
  69. Nat Biotechnol. 2019 Aug;37(8):852-857 [PMID: 31341288]
  70. ISME J. 2013 Nov;7(11):2069-79 [PMID: 23739053]
  71. Int J Physiol Pathophysiol Pharmacol. 2013 May 27;5(2):120-7 [PMID: 23750310]

Grants

  1. EP/P029329/1/Engineering and Physical Sciences Research Council
  2. EP/V030515/1/Engineering and Physical Sciences Research Council
  3. Academic Grant Program/uBiome
  4. 1-8/HEC/HRD/2022/1199/Higher Education Commission
  5. NE/L011956/1/Natural Environment Research Council

Word Cloud

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