Expression Profile of Housekeeping Genes and Tissue-Specific Genes in Multiple Tissues of Pigs.

Xiangchun Pan, Jiali Cai, Yifei Wang, Dantong Xu, Yao Jiang, Wentao Gong, Yuhan Tian, Qingpeng Shen, Zhe Zhang, Xiaolong Yuan, Jiaqi Li
Author Information
  1. Xiangchun Pan: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China. ORCID
  2. Jiali Cai: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.
  3. Yifei Wang: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.
  4. Dantong Xu: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.
  5. Yao Jiang: Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Shenzhen 518120, China.
  6. Wentao Gong: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.
  7. Yuhan Tian: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.
  8. Qingpeng Shen: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.
  9. Zhe Zhang: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China. ORCID
  10. Xiaolong Yuan: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China. ORCID
  11. Jiaqi Li: Guangdong Provincial Key Laboratory of Agro-Animal Genomics and Molecular Breeding, National Engineering Research Center for Breeding Swine Industry, College of Animal Science, South China Agricultural University, Guangzhou 510642, China.

Abstract

Pigs have become an ideal model system for human disease research and development and an important farm animal that provides a valuable source of nutrition. To profile the all-sided gene expression and their biological functions across multiple tissues, we conducted a comprehensive analysis of gene expression on a large scale around the side of housekeeping genes (HKGs), tissue specific genes (TSGs), and the co-expressed genes in 14 various tissues. In this study, we identified 2351 HKGs and 3018 TSGs across tissues, among which 4 HKGs () exhibited low variation and high expression levels, and 31 particular TSGs (e.g., , and ) were exclusively expressed in several tissues, including endocrine brain, ovaries, livers, backfat, jejunum, kidneys, lungs, and longissimus dorsi muscles. We also obtained 17 modules with 230 hub genes (HUBGs) by weighted gene co-expression network analysis. On the other hand, HKGs functions were enriched in the signaling pathways of the ribosome, spliceosome, thermogenesis, oxidative phosphorylation, and nucleocytoplasmic transport, which have been highly suggested to involve in the basic biological tissue activities. While TSGs were highly enriched in the signaling pathways that were involved in specific physiological processes, such as the ovarian steroidogenesis pathway in ovaries and the renin-angiotensin system pathway in kidneys. Collectively, these stable, specifical, and co-expressed genes provided useful information for the investigation of the molecular mechanism for an understanding of the genetic and biological processes of complex traits in pigs.

Keywords

References

  1. Gene. 1987;55(2-3):205-17 [PMID: 2444497]
  2. Nat Rev Endocrinol. 2018 Mar;14(3):140-162 [PMID: 29348476]
  3. Biol Reprod. 2017 Mar 1;96(3):617-634 [PMID: 28339619]
  4. Annu Rev Chem Biomol Eng. 2018 Jun 7;9:311-340 [PMID: 29589973]
  5. J Diabetes Res. 2020 May 10;2020:4178639 [PMID: 32455133]
  6. Genome Res. 2020 May;30(5):790-801 [PMID: 32424068]
  7. Biomed Pharmacother. 2022 Jan;145:112477 [PMID: 34864309]
  8. Nat Commun. 2019 Jun 14;10(1):2633 [PMID: 31201330]
  9. Trends Genet. 2003 Jul;19(7):362-5 [PMID: 12850439]
  10. BMC Genomics. 2009 Jun 17;10:269 [PMID: 19534766]
  11. Front Genet. 2020 Feb 14;10:1355 [PMID: 32117413]
  12. DNA Cell Biol. 2021 Feb;40(2):272-282 [PMID: 33297854]
  13. Front Genet. 2021 Oct 06;12:740036 [PMID: 34691153]
  14. Physiol Genomics. 2001 Dec 21;7(2):95-6 [PMID: 11773595]
  15. Anim Biotechnol. 2023 Dec;34(7):2990-2998 [PMID: 36183269]
  16. J Proteomics. 2021 Sep 15;247:104330 [PMID: 34302998]
  17. Med J Malaysia. 2022 Jan;77(1):125-127 [PMID: 35087013]
  18. Front Endocrinol (Lausanne). 2022 Mar 14;13:839360 [PMID: 35360060]
  19. Theranostics. 2022 Jun 6;12(10):4656-4670 [PMID: 35832072]
  20. Mol Immunol. 2021 Jul;135:254-267 [PMID: 33933817]
  21. Cell Rep. 2017 Oct 24;21(4):1077-1088 [PMID: 29069589]
  22. Epigenetics Chromatin. 2014 Dec 20;7(1):38 [PMID: 25598842]
  23. J Genet Genomics. 2019 Feb;46(2):97-100 [PMID: 30850275]
  24. Nat Genet. 2024 Jan;56(1):112-123 [PMID: 38177344]
  25. Bioinformatics. 2018 Sep 1;34(17):i884-i890 [PMID: 30423086]
  26. Adv Exp Med Biol. 2012;748:1-11 [PMID: 22729852]
  27. Science. 2020 Sep 11;369(6509):1318-1330 [PMID: 32913098]
  28. PLoS Genet. 2017 Sep 15;13(9):e1006997 [PMID: 28915238]
  29. Nucleic Acids Res. 2021 Jan 8;49(D1):D947-D955 [PMID: 32663312]
  30. PLoS One. 2020 Dec 22;15(12):e0243507 [PMID: 33351808]
  31. Nat Commun. 2021 Mar 23;12(1):1821 [PMID: 33758196]
  32. Trends Genet. 2013 Oct;29(10):569-74 [PMID: 23810203]
  33. Life (Basel). 2022 Apr 24;12(5): [PMID: 35629298]
  34. Proc Natl Acad Sci U S A. 1996 Sep 17;93(19):10145-50 [PMID: 8816766]
  35. PLoS One. 2011 Apr 27;6(4):e19308 [PMID: 21556326]
  36. BMC Genomics. 2019 Jun 20;20(1):510 [PMID: 31221102]
  37. Nat Biotechnol. 2015 Mar;33(3):290-5 [PMID: 25690850]
  38. Nature. 2017 Oct 11;550(7675):204-213 [PMID: 29022597]
  39. Genome Res. 2003 Nov;13(11):2498-504 [PMID: 14597658]
  40. Nat Rev Genet. 2019 Nov;20(11):631-656 [PMID: 31341269]
  41. Nat Genet. 2022 Sep;54(9):1438-1447 [PMID: 35953587]
  42. BMC Genet. 2013 Oct 30;14:106 [PMID: 24172017]
  43. Mech Ageing Dev. 2016 Mar;154:1-8 [PMID: 26839948]
  44. Hum Reprod. 1994 May;9(5):815-27 [PMID: 7929728]
  45. J Comput Biol. 2022 Aug;29(8):880-891 [PMID: 35776510]
  46. Nature. 2016 Sep 21;537(7622):639-43 [PMID: 27654917]
  47. Sci Rep. 2017 Nov 17;7(1):15816 [PMID: 29150660]
  48. Nucleic Acids Res. 2021 Jan 8;49(D1):D605-D612 [PMID: 33237311]
  49. J Pathol. 2016 Jan;238(2):267-87 [PMID: 26446984]
  50. Lab Anim (NY). 2019 Mar;48(3):75-78 [PMID: 30742111]
  51. Mitochondrion. 2003 Mar;2(4):245-56 [PMID: 16120325]
  52. G3 (Bethesda). 2022 Feb 4;12(2): [PMID: 34897420]
  53. Stat Appl Genet Mol Biol. 2005;4:Article17 [PMID: 16646834]
  54. PLoS One. 2017 Jan 26;12(1):e0170813 [PMID: 28125669]
  55. Mol Biol Evol. 2004 Feb;21(2):236-9 [PMID: 14595094]
  56. BMC Bioinformatics. 2008 Dec 29;9:559 [PMID: 19114008]
  57. BMC Biol. 2022 Mar 29;20(1):79 [PMID: 35351103]
  58. Nat Methods. 2015 Apr;12(4):357-60 [PMID: 25751142]
  59. Front Vet Sci. 2022 Jun 22;9:914848 [PMID: 35812879]
  60. Genes (Basel). 2020 Apr 15;11(4): [PMID: 32326415]
  61. J Steroid Biochem Mol Biol. 2020 Nov;204:105763 [PMID: 32987128]
  62. J Anim Sci. 2005 Apr;83(4):948-57 [PMID: 15753352]
  63. Cell Tissue Res. 2014 Apr;356(1):261-78 [PMID: 24664117]
  64. Bioinformatics. 2009 Aug 15;25(16):2078-9 [PMID: 19505943]
  65. BMC Genomics. 2015 Nov 21;16:984 [PMID: 26589571]
  66. PLoS Comput Biol. 2022 Jul 13;18(7):e1010295 [PMID: 35830477]
  67. BMC Genomics. 2021 Aug 12;22(1):614 [PMID: 34384354]
  68. BMC Genom Data. 2021 Sep 6;22(1):32 [PMID: 34488628]
  69. PLoS One. 2007 Sep 19;2(9):e898 [PMID: 17878933]
  70. BMC Genomics. 2019 Mar 4;20(1):170 [PMID: 30832586]

Grants

  1. CARS-35/Supported by the earmarked fund for China Agriculture Research System
  2. 2019BT02N630/the Local Innovative and Research Teams Project of Guangdong Province
  3. 2022B0202090002/the Key R&D Program of Guangdong Province Project
  4. 32072694/National Natural Science Foundation of China
  5. 2021020101/the earmarked fund for Guangdong Provincial Science and Technology Project

Word Cloud

Created with Highcharts 10.0.0genesgeneexpressiontissuesHKGsTSGsbiologicalPigssystemfunctionsacrossanalysishousekeepingtissuespecificco-expressedovarieskidneysenrichedsignalingpathwayshighlyprocessespathwayGenesbecomeidealmodelhumandiseaseresearchdevelopmentimportantfarmanimalprovidesvaluablesourcenutritionprofileall-sidedmultipleconductedcomprehensivelargescalearoundside14variousstudyidentified23513018among4exhibitedlowvariationhighlevels31particularegexclusivelyexpressedseveralincludingendocrinebrainliversbackfatjejunumlungslongissimusdorsimusclesalsoobtained17modules230hubHUBGsweightedco-expressionnetworkhandribosomespliceosomethermogenesisoxidativephosphorylationnucleocytoplasmictransportsuggestedinvolvebasicactivitiesinvolvedphysiologicalovariansteroidogenesisrenin-angiotensinCollectivelystablespecificalprovidedusefulinformationinvestigationmolecularmechanismunderstandinggeneticcomplextraitspigsExpressionProfileHousekeepingTissue-SpecificMultipleTissuespigtissue-specific

Similar Articles

Cited By