| Literature DB >> 30348079 |
Artur Gurgul1, Igor Jasielczuk1, Katarzyna Ropka-Molik1, Ewelina Semik-Gurgul1, Klaudia Pawlina-Tyszko1, Tomasz Szmatoła1, Magdalena Szyndler-Nędza2, Monika Bugno-Poniewierska1, Tadeusz Blicharski3, Karolina Szulc4, Ewa Skrzypczak4, Jędrzej Krupiński5.
Abstract
BACKGROUND: Identification of selection signatures can provide a direct insight into the mechanism of artificial selection and allow further disclosure of the candidate genes related to the animals' phenotypic variation. Domestication and subsequent long-time selection have resulted in extensive phenotypic changes in domestic pigs, involving a number of traits, like behavior, body composition, disease resistance, reproduction and coat color. In this study, based on genotypes obtained from PorcineSNP60 Illumina assay we attempt to detect both diversifying and within-breed selection signatures in 530 pigs belonging to four breeds: Polish Landrace, Puławska, Złotnicka White and Złotnicka Spotted, of which the last three are a subject of conservative breeding and substantially represent the native populations.Entities:
Keywords: FST; Pig; Polish landrace; Puławska; REHH; Selection signatures; Złotnicka
Mesh:
Substances:
Year: 2018 PMID: 30348079 PMCID: PMC6198424 DOI: 10.1186/s12863-018-0681-0
Source DB: PubMed Journal: BMC Genet ISSN: 1471-2156 Impact factor: 2.797
SNPs panel polymorphism parameters
| Breed | SNPs No | Monomorphic SNPs (No) | Low frequency variants (0 < MAF < 0.01) | Polymorphic SNPs (MAF > 0.01) | Mean MAF | Observed heterozygosity |
|---|---|---|---|---|---|---|
| PL | 43,923 | 157 | 199 | 43,567 | 0.279 | 0.367 |
| PUL | 288 | 71 | 43,564 | 0.274 | 0.361 | |
| ZW | 1008 | 1254 | 41,661 | 0.251 | 0.344 | |
| ZS | 4638 | 1862 | 37,423 | 0.212 | 0.300 |
Mean (above diagonal) and weighted (below diagonal) pairwise FST distances between the studied pig breeds
| Breed | PL | PUL | ZW | ZS |
|---|---|---|---|---|
| PL | – | 0.0897 | 0.0853 | 0.1423 |
| PUL | 0.1014 | – | 0.1097 | 0.1432 |
| ZW | 0.0973 | 0.1276 | – | 0.1353 |
| ZS | 0.1731 | 0.1733 | 0.1685 | – |
Fig. 1Genetic differentiation of the analyzed pig breeds based on (a) principal component analysis and (b) the neighbor joining method on mean pairwise FST distances
Genome regions spanning the strongest detected diversifying (FST-based) selection signatures
| Breed | CHR | START | END | SIZE | START-25 kb | END+ 25 kb |
|---|---|---|---|---|---|---|
| PL | 7 | 32,166,462 | 33,358,569 | 1,192,107 | 32,141,462 | 33,383,569 |
| 13 | 104,557,045 | 105,298,541 | 741,496 | 104,532,045 | 105,323,541 | |
| 14 | 40,707,564 | 41,060,913 | 353,349 | 40,682,564 | 41,085,913 | |
| 14 | 41,333,642 | 41,977,281 | 643,639 | 41,308,642 | 42,002,281 | |
| 14 | 42,237,338 | 43,688,399 | 1,451,061 | 42,212,338 | 43,713,399 | |
| 14 | 78,434,877 | 78,742,346 | 307,469 | 78,409,877 | 78,767,346 | |
| 14 | 111,740,597 | 112,008,662 | 268,065 | 111,715,597 | 112,033,662 | |
| PUL | 1 | 6,272,450 | 6,735,120 | 462,670 | 6,247,450 | 6,760,120 |
| 2 | 365,309 | 1,264,220 | 898,911 | 340,309 | 1,289,220 | |
| 5 | 60,978,291 | 61,354,749 | 376,458 | 60,953,291 | 61,379,749 | |
| 6 | 7,872,494 | 8,303,476 | 430,982 | 7,847,494 | 8,328,476 | |
| 6 | 14,097,672 | 14,905,615 | 807,943 | 14,072,672 | 14,930,615 | |
| 7 | 33,416,020 | 33,720,562 | 304,542 | 33,391,020 | 33,745,562 | |
| 7 | 34,856,640 | 35,251,345 | 394,705 | 34,831,640 | 35,276,345 | |
| 7 | 35,935,629 | 37,260,234 | 1,324,605 | 35,910,629 | 37,285,234 | |
| 8 | 15,073,006 | 15,600,021 | 527,015 | 15,048,006 | 15,625,021 | |
| 13 | 75,723,927 | 76,244,239 | 520,312 | 75,698,927 | 76,269,239 | |
| 17 | 41,777,060 | 42,101,006 | 323,946 | 41,752,060 | 42,126,006 | |
| ZW | 1 | 60,225,139 | 60,769,684 | 544,545 | 60,200,139 | 60,794,684 |
| 1 | 229,502,611 | 229,792,874 | 290,263 | 229,477,611 | 229,817,874 | |
| 1 | 230,021,584 | 231,098,497 | 1,076,913 | 229,996,584 | 231,123,497 | |
| 1 | 231,365,442 | 232,552,969 | 1,187,527 | 231,340,442 | 232,577,969 | |
| 4 | 107,135,195 | 107,586,557 | 451,362 | 107,110,195 | 107,611,557 | |
| 8 | 45,191,096 | 47,560,329 | 2,369,233 | 45,166,096 | 47,585,329 | |
| 8 | 90,972,549 | 91,828,187 | 855,638 | 90,947,549 | 91,853,187 | |
| 14 | 146,952,943 | 147,444,441 | 491,498 | 146,927,943 | 147,469,441 | |
| 15 | 115,092,422 | 115,767,070 | 674,648 | 115,067,422 | 115,792,070 | |
| ZS | 1 | 1,300,464 | 2,153,932 | 853,468 | 1,275,464 | 2,178,932 |
| 8 | 52,565,396 | 55,529,571 | 2,964,175 | 52,540,396 | 55,554,571 | |
| 8 | 58,625,849 | 61,180,840 | 2,554,991 | 58,600,849 | 61,205,840 | |
| 9 | 75,593,700 | 75,973,705 | 380,005 | 75,568,700 | 75,998,705 | |
| 9 | 76,589,514 | 77,680,603 | 1,091,089 | 76,564,514 | 77,705,603 | |
| 9 | 78,073,285 | 78,534,222 | 460,937 | 78,048,285 | 78,559,222 | |
| 9 | 81,370,401 | 82,465,204 | 1,094,803 | 81,345,401 | 82,490,204 | |
| 9 | 82,868,790 | 84,766,063 | 1,897,273 | 82,843,790 | 84,791,063 | |
| 9 | 93,709,999 | 94,139,393 | 429,394 | 93,684,999 | 94,164,393 | |
| 13 | 17,239,351 | 17,506,216 | 266,865 | 17,214,351 | 17,531,216 |
Fig. 2The genomic distribution of diversifying selection signals for all studied breeds. Dashed line indicates the top 0.1% of the highest standardized FST values
Top ten biological processes enriched in genes detected in the genome regions under diversifying selection in separate pig breeds
| #Term | ID | Input number | Background number | Corrected | |
|---|---|---|---|---|---|
| PL | |||||
| Lipid binding | GO:0008289 | 5 | 150 | 0.0002 | 0.1501 |
| Single-organism transport | GO:0044765 | 9 | 658 | 0.0004 | 0.1501 |
| Cilium morphogenesis | GO:0060271 | 3 | 45 | 0.0006 | 0.1501 |
| Single-organism localization | GO:1902578 | 9 | 708 | 0.0007 | 0.1501 |
| Organic substance transport | GO:0071702 | 8 | 571 | 0.0007 | 0.1501 |
| Macromolecule localization | GO:0033036 | 8 | 590 | 0.0009 | 0.1567 |
| Regulation of DNA biosynthetic process | GO:2000278 | 2 | 14 | 0.0013 | 0.1574 |
| Cell projection organization | GO:0030030 | 5 | 239 | 0.0014 | 0.1574 |
| p53 binding | GO:0002039 | 2 | 15 | 0.0015 | 0.1574 |
| Transport | GO:0006810 | 11 | 1158 | 0.0017 | 0.1574 |
| PUL | |||||
| Skeletal muscle tissue regeneration | GO:0043403 | 2 | 9 | 0.0015 | 0.4425 |
| Embryo implantation | GO:0007566 | 2 | 11 | 0.0021 | 0.4425 |
| Tissue regeneration | GO:0042246 | 2 | 13 | 0.0027 | 0.4425 |
| Cellular senescence | GO:0090398 | 2 | 14 | 0.0031 | 0.4425 |
| Striated muscle cell proliferation | GO:0014855 | 2 | 16 | 0.0040 | 0.4425 |
| Connective tissue development | GO:0061448 | 3 | 63 | 0.0051 | 0.4425 |
| Regulation of myoblast differentiation | GO:0045661 | 2 | 19 | 0.0054 | 0.4425 |
| Plasma membrane region | GO:0098590 | 4 | 133 | 0.0059 | 0.4425 |
| Regeneration | GO:0031099 | 2 | 21 | 0.0064 | 0.4425 |
| Cell aging | GO:0007569 | 2 | 22 | 0.0070 | 0.4425 |
| ZW | |||||
| Transcriptional repressor activity, RNA polymerase II transcription factor binding | GO:0001191 | 2 | 24 | 0.0033 | 0.4411 |
| Intracellular | GO:0005622 | 22 | 3854 | 0.0034 | 0.4411 |
| Nuclear part | GO:0044428 | 9 | 989 | 0.0048 | 0.4411 |
| RNA polymerase II transcription cofactor activity | GO:0001104 | 2 | 36 | 0.0069 | 0.4411 |
| Nuclear lumen | GO:0031981 | 8 | 863 | 0.0071 | 0.4411 |
| Transcription factor activity, RNA polymerase II transcription factor binding | GO:0001076 | 2 | 44 | 0.0100 | 0.4411 |
| intracellular part | GO:0044424 | 20 | 3671 | 0.0101 | 0.4411 |
| Nucleus | GO:0005634 | 12 | 1785 | 0.0121 | 0.4411 |
| membrane-enclosed lumen | GO:0031974 | 8 | 971 | 0.0139 | 0.4411 |
| intracellular organelle lumen | GO:0070013 | 8 | 971 | 0.0139 | 0.4411 |
| ZS | |||||
| Neuropeptide Y receptor activity | GO:0004983 | 2 | 8 | 0.0001 | 0.0677 |
| Neuropeptide receptor activity | GO:0008188 | 2 | 20 | 0.0007 | 0.1715 |
| Feeding behavior | GO:0007631 | 2 | 31 | 0.0016 | 0.2289 |
| Neuropeptide signaling pathway | GO:0007218 | 2 | 36 | 0.0021 | 0.2289 |
| Peptide receptor activity | GO:0001653 | 2 | 64 | 0.0061 | 0.2289 |
| G-protein coupled peptide receptor activity | GO:0008528 | 2 | 64 | 0.0061 | 0.2289 |
| Circulatory system development | GO:0072359 | 3 | 218 | 0.0069 | 0.2289 |
| Cardiovascular system development | GO:0072358 | 3 | 218 | 0.0069 | 0.2289 |
| Cortisol metabolic process | GO:0034650 | 1 | 5 | 0.0106 | 0.2289 |
| Response to electrical stimulus | GO:0051602 | 1 | 5 | 0.0106 | 0.2289 |
Genomic regions spanning the strongest detected diversifying selection signals between single-color and spotted pig breeds
| CHR | START | END | SIZE | START-25 kb | END+ 25 kb |
|---|---|---|---|---|---|
| 3 | 110,615,540 | 111,359,515 | 743,975 | 110,590,540 | 111,384,515 |
| 7 | 32,456,532 | 33,142,614 | 686,082 | 32,431,532 | 33,167,614 |
| 8 | 50,537,893 | 52,513,888 | 1,975,995 | 50,512,893 | 52,538,888 |
| 8 | 51,235,665 | 53,929,233 | 2,693,568 | 51,210,665 | 53,954,233 |
| 8 | 52,301,582 | 55,181,102 | 2,879,520 | 52,276,582 | 55,206,102 |
| 8 | 52,565,396 | 55,647,917 | 3,082,521 | 52,540,396 | 55,672,917 |
| 8 | 58,598,344 | 61,863,927 | 3,265,583 | 58,573,344 | 61,888,927 |
| 8 | 69,065,977 | 71,405,594 | 2,339,617 | 69,040,977 | 71,430,594 |
| 9 | 90,863,475 | 91,514,134 | 650,659 | 90,838,475 | 91,539,134 |
Fig. 3The genomic map of REHH P-values for all core haplotypes showing a frequency > 0.25. Dashed line represents the significance threshold of 0.001
Statistics for the most significant core haplotypes being under selection and belonging to separate core regions in the analyzed breeds
| Breed | Chr | Start Base | End Base | Size (kb) | Hap frequency | EHH | REHH | REHH | Genes directly overlapping with core haplotypesa |
|---|---|---|---|---|---|---|---|---|---|
| PL | 1 | 17,474,143 | 17,532,523 | 58.38 | 0.33 | 0.77 | 10.45 | 0.000902 |
|
| 2 | 18,722,196 | 18,775,121 | 52.925 | 0.31 | 0.53 | 10.91 | 0.00074 | ||
| 2 | 18,850,395 | 18,872,659 | 22.264 | 0.31 | 0.45 | 12.46 | 0.0004 | ||
| 2 | 42,642,528 | 42,708,543 | 66.015 | 0.64 | 0.60 | 9.68 | 0.000318 | ||
| 6 | 137,335,517 | 137,534,028 | 198.511 | 0.27 | 0.79 | 10.35 | 0.000892 | ||
| 7 | 87,029,852 | 87,066,927 | 37.075 | 0.59 | 0.88 | 7.79 | 0.000858 | ||
| 7 | 115,164,638 | 115,233,642 | 69.004 | 0.39 | 0.89 | 10.21 | 0.000526 | ||
| 8 | 33,740,426 | 33,760,858 | 20.432 | 0.34 | 0.88 | 16.21 | 0.000108 | ||
| 10 | 32,485,201 | 32,589,926 | 104.725 | 0.60 | 0.53 | 7.74 | 0.000902 | ||
| 12 | 24,427,829 | 24,643,031 | 215.202 | 0.27 | 0.64 | 11.03 | 0.000668 | ||
| 12 | 24,696,740 | 24,812,751 | 116.011 | 0.27 | 0.64 | 10.70 | 0.000768 | ||
| 13 | 211,907,795 | 211,989,807 | 82.012 | 0.48 | 0.48 | 9.93 | 0.00091 | ||
| 14 | 98,887,138 | 99,642,277 | 755.139 | 0.42 | 0.93 | 10.94 | 0.00039 | ||
| PUL | 1 | 279,545,606 | 279,701,487 | 155.881 | 0.52 | 0.83 | 5.87 | 0.000374 |
|
| 1 | 279,545,606 | 279,701,487 | 155.881 | 0.52 | 0.74 | 7.52 | 8.35E-05 | ||
| 2 | 3,166,230 | 3,236,832 | 70.602 | 0.58 | 0.58 | 5.09 | 0.000578 | ||
| 4 | 68,321,268 | 68,385,012 | 63.744 | 0.58 | 0.63 | 5.93 | 0.000245 | ||
| 4 | 123,472,417 | 123,553,728 | 81.311 | 0.48 | 0.99 | 7.18 | 0.000199 | ||
| 4 | 123,712,634 | 123,819,209 | 106.575 | 0.48 | 0.92 | 5.73 | 0.000706 | ||
| 4 | 123,838,086 | 123,907,205 | 69.119 | 0.48 | 0.90 | 6.14 | 0.000485 | ||
| 10 | 70,638,252 | 70,669,410 | 31.158 | 0.35 | 0.52 | 8.00 | 0.000812 | ||
| 18 | 20,991,435 | 21,077,884 | 86.449 | 0.77 | 0.55 | 4.22 | 0.00071 | ||
| ZW | 1 | 283,594,245 | 283,667,732 | 73.487 | 0.93 | 0.65 | 2.91 | 0.000144 |
|
| 3 | 14,090,668 | 14,221,604 | 130.936 | 0.32 | 0.98 | 6.04 | 0.000686 | ||
| 3 | 30,457,204 | 30,733,237 | 276.033 | 0.45 | 1.00 | 5.01 | 0.000792 | ||
| 3 | 100,417,119 | 100,448,894 | 31.775 | 0.81 | 0.55 | 2.95 | 0.000719 | ||
| 3 | 100,521,767 | 100,536,654 | 14.887 | 0.71 | 0.69 | 4.08 | 0.000211 | ||
| 3 | 100,521,767 | 100,536,654 | 14.887 | 0.71 | 0.70 | 3.88 | 0.000295 | ||
| 8 | 141,594,565 | 141,644,208 | 49.643 | 0.46 | 0.80 | 5.73 | 0.000349 | ||
| 8 | 141,594,565 | 141,644,208 | 49.643 | 0.46 | 0.98 | 5.49 | 0.000457 | ||
| 10 | 12,274,858 | 12,388,946 | 114.088 | 0.27 | 1.00 | 5.98 | 0.000988 | ||
| 11 | 14,256,201 | 14,501,882 | 245.681 | 0.32 | 1.00 | 8.03 | 0.000107 | ||
| ZS | 8 | 16,617,477 | 16,681,729 | 64.252 | 0.32 | 1.00 | 6.07 | 0.000145 |
|
| 15 | 41,476,357 | 41,710,320 | 233.963 | 0.36 | 1.00 | 4.98 | 0.000291 | ||
| 15 | 151,930,390 | 152,024,615 | 94.225 | 0.39 | 0.95 | 7.12 | 1.46E-05 | ||
| 17 | 9,863,762 | 9,926,558 | 62.796 | 0.27 | 0.64 | 5.67 | 0.000355 |
agenes with unassigned name were removed from the table
Top ten biological processes enriched in genes detected in the core haplotypes under positive selection in individual pig breeds
| #Term | ID | Input number | Background number | Corrected | |
|---|---|---|---|---|---|
| PL | |||||
| Embryonic skeletal system development | GO:0048706 | 6 | 37 | 8.68E-07 | 0.001 |
| Embryonic skeletal system morphogenesis | GO:0048704 | 5 | 29 | 5.69E-06 | 0.0037 |
| Skeletal system morphogenesis | GO:0048705 | 6 | 65 | 1.71E-05 | 0.0074 |
| Anterior/posterior pattern specification | GO:0009952 | 6 | 70 | 2.53E-05 | 0.0081 |
| Regionalization | GO:0003002 | 7 | 118 | 4.95E-05 | 0.0127 |
| Skeletal system development | GO:0001501 | 7 | 123 | 6.35E-05 | 0.0136 |
| Pattern specification process | GO:0007389 | 7 | 131 | 9.26E-05 | 0.0170 |
| Sequence-specific DNA binding | GO:0043565 | 10 | 305 | 0.00015 | 0.0251 |
| Chordate embryonic development | GO:0043009 | 7 | 171 | 0.0004 | 0.0603 |
| Embryo development ending in birth or egg hatching | GO:0009792 | 7 | 173 | 0.0005 | 0.0603 |
| PUL | |||||
| Regulation of hair cycle | GO:0042634 | 2 | 5 | 0.0005 | 0.2658 |
| Establishment of protein localization to organelle | GO:0072594 | 5 | 151 | 0.0010 | 0.2658 |
| Regulation of protein import | GO:1904589 | 3 | 41 | 0.0013 | 0.2658 |
| Regulation of protein import into nucleus | GO:0042306 | 3 | 41 | 0.0013 | 0.2658 |
| Protein targeting | GO:0006605 | 5 | 162 | 0.0014 | 0.2658 |
| Regulation of nucleocytoplasmic transport | GO:0046822 | 3 | 46 | 0.0018 | 0.2658 |
| Regulation of protein localization to nucleus | GO:1900180 | 3 | 49 | 0.0021 | 0.2658 |
| Negative regulation of peptide hormone secretion | GO:0090278 | 2 | 13 | 0.0024 | 0.2658 |
| Negative regulation of peptide secretion | GO:0002792 | 2 | 13 | 0.0024 | 0.2658 |
| Muscle fiber development | GO:0048747 | 2 | 14 | 0.0028 | 0.2658 |
| ZW | |||||
| Cellular transition metal ion homeostasis | GO:0046916 | 2 | 26 | 0.0032 | 0.4776 |
| Transition metal ion homeostasis | GO:0055076 | 2 | 35 | 0.0056 | 0.4776 |
| Nucleotidase activity | GO:0008252 | 1 | 5 | 0.0180 | 0.4776 |
| Zinc ion homeostasis | GO:0055069 | 1 | 6 | 0.0210 | 0.4776 |
| Negative regulation of innate immune response | GO:0045824 | 1 | 6 | 0.0210 | 0.4776 |
| Glycosphingolipid biosynthetic process | GO:0006688 | 1 | 6 | 0.0210 | 0.4776 |
| Glucosyltransferase activity | GO:0046527 | 1 | 6 | 0.0210 | 0.4776 |
| Negative regulation of T cell apoptotic process | GO:0070233 | 1 | 6 | 0.0210 | 0.4776 |
| Cellular zinc ion homeostasis | GO:0006882 | 1 | 6 | 0.0210 | 0.4776 |
| Response to zinc ion | GO:0010043 | 1 | 6 | 0.0210 | 0.4776 |
| ZS | |||||
| Galactosidase activity | GO:0015925 | 1 | 5 | 0.0087 | 0.3709 |
| Sphingolipid catabolic process | GO:0030149 | 1 | 5 | 0.0087 | 0.3709 |
| Membrane lipid catabolic process | GO:0046466 | 1 | 5 | 0.0087 | 0.3709 |
| Glucosidase activity | GO:0015926 | 1 | 5 | 0.0087 | 0.3709 |
| Activation of NF-kappaB-inducing kinase activity | GO:0007250 | 1 | 6 | 0.0101 | 0.3709 |
| snRNA processing | GO:0016180 | 1 | 7 | 0.012 | 0.3709 |
| Postreplication repair | GO:0006301 | 1 | 8 | 0.0130 | 0.3709 |
| snRNA metabolic process | GO:0016073 | 1 | 9 | 0.0144 | 0.3709 |
| Positive regulation of NIK/NF-kappaB signaling | GO:1901224 | 1 | 9 | 0.0144 | 0.3709 |
| Protein K63-linked ubiquitination | GO:0070534 | 1 | 10 | 0.0159 | 0.3709 |
Fig. 4The comparison of the detected, significant (P < 0.01) within-breed selection signatures with previous results obtained using similar methods in different breeds