| Literature DB >> 35135613 |
Xue-Ling Zhang1, Yuan-Ping Deng1, Tian Yang1, Le-Yan Li1, Tian-Yin Cheng1, Guo-Hua Liu2, De-Yong Duan3.
Abstract
BACKGROUND: Ticks, which are ectoparasites of animals, may carry multiple pathogens. The cattle tick Rhipicephalus microplus is an important bovine parasite in China. However, the midgut microbiome of R. microplus from China has not been characterized via metagenomic methods.Entities:
Keywords: Gene function; Metagenomics; Microbiome; Midgut; Rhipicephalus microplus
Mesh:
Year: 2022 PMID: 35135613 PMCID: PMC8822867 DOI: 10.1186/s13071-022-05161-6
Source DB: PubMed Journal: Parasit Vectors ISSN: 1756-3305 Impact factor: 3.876
Quality control results for metagenomic DNA of each sample
| Samplea | InsertSizeb (bp) | RawDatac | CleanDatad | Clean Q20e | Clean Q30f | Clean GCg (%) | Effectiveh (%) |
|---|---|---|---|---|---|---|---|
| R.M.1 | 350 | 5129.63 | 5109.71 | 97.43 | 93.02 | 44.62 | 99.61 |
| R.M.2 | 350 | 5487.17 | 5472.01 | 97.63 | 93.44 | 44.58 | 99.72 |
| R.M.3 | 350 | 5240.75 | 5226.79 | 97.77 | 93.79 | 44.95 | 99.73 |
| R.M.4 | 350 | 5499.14 | 5481.69 | 97.72 | 93.77 | 45.28 | 99.68 |
| R.M.5 | 350 | 5402.47 | 5388.41 | 97.72 | 93.72 | 45.11 | 99.74 |
aSample name
bUse of the 350-base pair library
cRaw data off the computer
dEffective data obtained by filtering
eSequencing error rate in CleanData is < 0.01 (quality is the percentage of bases with a value > 20)
fSequencing error rate in CleanData is < 0.001 (quality is the percentage of bases with a value > 30)
gGC proportion of the bases in CleanData
hPercentage of valid data (CleanData) and raw data (RawData)
Fig. 1Venn diagram analysis of the number of genes of the samples of Rhipicephalus microplus. Each circle represents a sample; the numbers in the overlapping areas indicate the number of genes shared between the samples. The numbers in the non-overlapping areas indicate the number of unique genes in the sample
Fig. 2Microbial population characteristics of the 10 most abundant phyla in the five samples of Rhipicephalus microplus
Fig. 3Microbial population characteristics of the 10 most abundant genera in the five samples of Rhipicephalus microplus
Relative abundance of the 35 most common bacterial species of the five samples of Rhipicephalus microplus
| Bacterial species | Abundance | ||||
|---|---|---|---|---|---|
| R.M.1 | R.M.2 | R.M.3 | R.M.4 | R.M.5 | |
| 0.1196310 | 0.1215607 | 0.1235076 | 0.1039026 | 0.1119861 | |
| 0.1181283 | 0.1184928 | 0.1255925 | 0.1030581 | 0.1127683 | |
| 0.0969749 | 0.0982932 | 0.0960091 | 0.0984723 | 0.0972878 | |
| 0.0416463 | 0.0417757 | 0.0443746 | 0.0365036 | 0.0396334 | |
| 0.0427119 | 0.0430214 | 0.0437496 | 0.0366385 | 0.0399201 | |
| 0.0343390 | 0.0344909 | 0.0351445 | 0.0294956 | 0.0319857 | |
| 0.0231117 | 0.0234679 | 0.0229566 | 0.0194934 | 0.0209869 | |
| 0.0193290 | 0.0188721 | 0.0213881 | 0.0169518 | 0.0187922 | |
| 0.0183325 | 0.0185135 | 0.0198217 | 0.0162424 | 0.0176270 | |
| 0.0168716 | 0.0175321 | 0.0193554 | 0.0162633 | 0.0177204 | |
| 0.0125082 | 0.0123325 | 0.0126887 | 0.0109034 | 0.0121182 | |
| 0.0050665 | 0.0044121 | 0.0010743 | 0.0113297 | 0.0069088 | |
| 0.0093129 | 0.0092661 | 0.0101419 | 0.0082177 | 0.0090449 | |
| 0.0084139 | 0.0085832 | 0.0083415 | 0.0073301 | 0.0079475 | |
| 0.0032815 | 0.0028788 | 0.0006970 | 0.0073949 | 0.0044852 | |
| 0.0013561 | 0.0016254 | 0.0014914 | 0.0068720 | 0.0014044 | |
| 0.0059176 | 0.0065282 | 0.0060945 | 0.0052200 | 0.0055256 | |
| 0.0030110 | 0.0026547 | 0.0008087 | 0.0064927 | 0.0039222 | |
| 0.0062392 | 0.0064022 | 0.0061740 | 0.0052582 | 0.0056720 | |
| 0.0019209 | 0.0016806 | 0.0003970 | 0.0043562 | 0.0025865 | |
| 0.0031406 | 0.0032647 | 0.0032565 | 0.0027490 | 0.0030561 | |
| 0.0013131 | 0.0011206 | 0.0002492 | 0.0028623 | 0.0017245 | |
| 0.0017523 | 0.0017518 | 0.0018561 | 0.0014193 | 0.0016021 | |
| 0.0015535 | 0.0015911 | 0.0016787 | 0.0013054 | 0.0014979 | |
| 0.0013887 | 0.0011124 | 0.0015785 | 0.0009201 | 0.0014289 | |
| Bacterium 2013Ark19i | 0.0006967 | 0.0006075 | 0.0001450 | 0.0015662 | 0.0009566 |
| 0.0012846 | 0.0012983 | 0.0014517 | 0.0012424 | 0.0012509 | |
| 0.0011013 | 0.0011726 | 0.0012640 | 0.0010050 | 0.0010989 | |
| 0.0005071 | 0.0004457 | 0.0001062 | 0.0011905 | 0.0006818 | |
| 0.0008269 | 0.0007424 | 0.0001854 | 0.0019281 | 0.0011074 | |
| 0.0004455 | 0.0004001 | 0.0000882 | 0.0010461 | 0.0006319 | |
| 0.0004077 | 0.0003603 | 0.0000835 | 0.0009656 | 0.0005706 | |
| 0.0001648 | 0.0001505 | 0.0000356 | 0.0004114 | 0.0002374 | |
| 0.0001750 | 0.0001522 | 0.0000373 | 0.0003862 | 0.0002485 | |
Relative abundance of eukaryotes at the species level of the five samples of Rhipicephalus microplus
| Species | Abundance | ||||
|---|---|---|---|---|---|
| R.M.1 | R.M.2 | R.M.3 | R.M.4 | R.M.5 | |
| 0.0061110 | 0.0054017 | 0.0013369 | 0.0137931 | 0.0082716 | |
| 0.0003404 | 0.0002874 | 0.0000645 | 0.0007332 | 0.0004577 | |
| 0.0003163 | 0.0002714 | 0.0000632 | 0.0007328 | 0.0004257 | |
| 0.0002985 | 0.0002536 | 0.0000634 | 0.0006993 | 0.0004066 | |
| 0.0001442 | 0.0001312 | 0.0000301 | 0.0003238 | 0.0002033 | |
| 0.0000963 | 0.0000870 | 0.0000188 | 0.0002133 | 0.0001240 | |
| 0.0000951 | 0.0000759 | 0.0000184 | 0.0002106 | 0.0001198 | |
| 0.0000909 | 0.0000690 | 0.0000144 | 0.0001798 | 0.0001031 | |
| 0.0000616 | 0.0000710 | 0.0000138 | 0.0001678 | 0.0000895 | |
| 0.0000771 | 0.0000660 | 0.0000156 | 0.0001624 | 0.0000990 | |
| 0.0000597 | 0.0000586 | 0.0000117 | 0.0001448 | 0.0000860 | |
| 0.0000564 | 0.0000564 | 0.0000137 | 0.0001386 | 0.0000843 | |
| 0.0000475 | 0.0000449 | 0.0000093 | 0.0001180 | 0.0000647 | |
| 0.0000371 | 0.0000317 | 0.0000071 | 0.0000882 | 0.0000512 | |
| 0.0000298 | 0.0000224 | 0.0000062 | 0.0000686 | 0.0000319 | |
| 0.0000262 | 0.0000209 | 0.0000060 | 0.0000659 | 0.0000335 | |
| 0.0000342 | 0.0000254 | 0.0000061 | 0.0000657 | 0.0000417 | |
| 0.0000200 | 0.0000177 | 0.0000040 | 0.0000524 | 0.0000227 | |
| 0.0000173 | 0.0000194 | 0.0000044 | 0.0000488 | 0.0000253 | |
| 0.0000175 | 0.0000181 | 0.0000026 | 0.0000464 | 0.0000277 | |
| 0.0000290 | 0.0000255 | 0.0000048 | 0.0000458 | 0.0000330 | |
| 0.0000204 | 0.0000188 | 0.0000053 | 0.0000453 | 0.0000274 | |
| 0.0000221 | 0.0000150 | 0.0000039 | 0.0000447 | 0.0000283 | |
| 0.0000153 | 0.0000119 | 0.0000018 | 0.0000394 | 0.0000206 | |
| 0.0000168 | 0.0000111 | 0.0000033 | 0.0000364 | 0.0000206 | |
| 0.0000137 | 0.0000094 | 0.0000035 | 0.0000349 | 0.0000193 | |
| 0.0000146 | 0.0000132 | 0.0000037 | 0.0000345 | 0.0000181 | |
| 0.0000162 | 0.0000120 | 0.0000030 | 0.0000331 | 0.0000193 | |
| 0.0000146 | 0.0000139 | 0.0000027 | 0.0000327 | 0.0000173 | |
| 0.0000117 | 0.0000126 | 0.0000022 | 0.0000308 | 0.0000176 | |
| 0.0000149 | 0.0000121 | 0.0000040 | 0.0000301 | 0.0000217 | |
| 0.0000117 | 0.0000086 | 0.0000030 | 0.0000268 | 0.0000169 | |
| 0.0000124 | 0.0000115 | 0.0000026 | 0.0000259 | 0.0000189 | |
| 0.0000099 | 0.0000082 | 0.0000020 | 0.0000243 | 0.0000132 | |
| 0.0000101 | 0.0000078 | 0.0000015 | 0.0000231 | 0.0000106 | |
| 0.0000111 | 0.0000081 | 0.0000017 | 0.0000221 | 0.0000112 | |
| 0.0000091 | 0.0000102 | 0.0000021 | 0.0000219 | 0.0000137 | |
| 0.0000069 | 0.0000085 | 0.0000019 | 0.0000185 | 0.0000115 | |
| 0.0000076 | 0.0000053 | 0.0000024 | 0.0000163 | 0.0000079 | |
| 0.0000048 | 0.0000049 | 0.0000010 | 0.0000113 | 0.0000040 | |
| 0.0000071 | 0.0000064 | 0.0000017 | 0.0000047 | 0.0000081 | |
| 0.0000032 | 0.0000046 | 0.0000011 | 0.0000077 | 0.0000037 | |
| 0.0000067 | 0.0000028 | 0.0000055 | 0.0000020 | 0.0000051 | |
| 0.0000059 | 0.0000034 | 0.0000048 | 0.0000022 | 0.0000048 | |
| 0.0000027 | 0.0000031 | 0.0000002 | 0.0000047 | 0.0000026 | |
| 0.0000018 | 0.0000047 | 0.0000006 | 0.0000030 | 0.0000019 | |
| 0.0000021 | 0.0000013 | 0.0000004 | 0.0000015 | 0.0000016 | |
Relative abundance of the 21 viral species of the five samples of Rhipicephalus microplus
| Viral species | Abundance | ||||
|---|---|---|---|---|---|
| R.M.1 | R.M.2 | R.M.3 | R.M.4 | R.M.5 | |
| 0.0085001 | 0.0082064 | 0.0090526 | 0.0074134 | 0.0081414 | |
| 0.0007523 | 0.0007795 | 0.0008286 | 0.0006669 | 0.0007232 | |
| 0.0001849 | 0.0002783 | 0.0002061 | 0.0001104 | 0.0001730 | |
| 0.0002075 | 0.0002368 | 0.0002332 | 0.0002082 | 0.0002009 | |
| 0.0001104 | 0.0001267 | 0.0001032 | 0.0000943 | 0.0001037 | |
| 0.0000526 | 0.0000554 | 0.0000101 | 0.0001018 | 0.0000655 | |
| 0.0000740 | 0.0000944 | 0.0000974 | 0.0000782 | 0.0000781 | |
| 0.0000718 | 0.0000876 | 0.0000912 | 0.0000663 | 0.0000762 | |
| 0.0000664 | 0.0000747 | 0.0000639 | 0.0000520 | 0.0000528 | |
| 0.0000631 | 0.0000615 | 0.0000585 | 0.0000502 | 0.0000501 | |
| 0.0000250 | 0.0000298 | 0.0000291 | 0.0000256 | 0.0000333 | |
| 0.0000168 | 0.0000115 | 0.0000027 | 0.0000275 | 0.0000180 | |
| 0.0000071 | 0.0000118 | 0.0000115 | 0.0000079 | 0.0000085 | |
| 0.0000077 | 0.0000036 | 0.0000008 | 0.0000115 | 0.0000060 | |
| 0.0000098 | 0.0000101 | 0.0000106 | 0.0000080 | 0.0000076 | |
| 0.0000065 | 0.0000066 | 0.0000083 | 0.0000034 | 0.0000058 | |
| 0.0000040 | 0.0000072 | 0.0000071 | 0.0000047 | 0.0000038 | |
| 0.0000060 | 0.0000066 | 0.0000069 | 0.0000050 | 0.0000046 | |
| 0.0000058 | 0.0000043 | 0.0000037 | 0.0000052 | 0.0000059 | |
| 0.0000018 | 0.0000033 | 0.0000021 | 0.0000044 | 0.0000035 | |
| 0.0000003 | 0.0000003 | 0.0000025 | 0.0000009 | 0.0000003 | |
ERV Endogenous retrovirus
Fig. 4Number of genes and abundance clustering heat map at the genus level. a Heat map of the annotated unigene statistics. Sample names are given on the horizontal axis, and species’ information on the vertical axis; different colors represent the number of unigenes. b Relative abundance clustering heat map at the genus level. Sample information is given on the horizontal axis; the vertical axis gives the species’ information. The cluster tree on the left of the figure is the species cluster tree; the value corresponding to the middle heat map is the Z-value obtained after the relative abundance of each species row is standardized
Fig. 5Annotations of Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways related to the number of genes of the midgut microbiota in the five samples of Rhipicephalus microplus at level 1. The black font on the ordinate indicates KEGG level 1, the colored fonts indicate the specific pathway at this level, and the abscissa indicates the number of genes in the pathway
Fig. 6Relative abundance of midgut microbial genes involved in metabolism in the five samples of Rhipicephalus microplus at level 2 in KEGG pathway annotation
Fig. 7Relative abundance of midgut microbial genes involved in human diseases in the five samples of Rhipicephalus microplus at level 2 in KEGG pathway annotation