
16S Metagenomics report
First、Project information
Second、Workflow
1. Sequencing process
16S metagenomics library was constructed using two rounds of PCR reactions. The PCR primers,
forward
(5’-TCGTCGGCAGCGTCAGATGTGTATAAGAGACAGCCTACGGGNGGCWGCAG-3’)
and reverse
(5’-GTCTCGTGGGCTCGGAGATGTGTATAAGAGACAGGGACTACHVGGGTWTCTAAT-3’),
were designed to amplify the V3V4 domain of bacterial 16S ribosomal DNA as well as adding adaptor sequences. Illumina index sequences were subsequently attached into the amplicons in the second PCR.PCR amplification was performed in a 50 μl reaction volume containing 25 μl 2X Phusion High-Fidelity PCR Master Mix (New Enagland Biolabs), 0.2 μM of each forward and reverse primer, and 100 ng DNA template. The reaction conditions consisted of an initial 98°C for 30sec, followed by 30 cycles of 98°C for 10 sec, 55°C for 30 sec, and 72°C for 30 sec, as well as a final extension of 72°C for 5 min. The number of cycle for second PCR was 10.
Next, amplified products were checked by 2 % agarose gel electrophoresis and were purified using the AMPure XP PCR Purification Kit (Agencourt). Quantification was performed by using Qubit dsDNA HS Assay Kit (Thermo Fisher Scientific) on Qubit 2.0 Fluorometer (Thermo Fisher Scientific) and Light cycler 96 (Roche)- all according to respective manufacturer instructions. The final purified libraries were applied for cluster generation and sequencing on the MiSeq using V3 600 cycles kit.
2. Raw data process
3. Data analysis workflow
Third、Analysis results
1. QC results
| SampleID | Raw.Reads | QC | QC.rate | Merge | Merge.rate | OTU.cluster | OTU.cluster.rate | Alignment | Alignment.rate | Represent.OTU | Mapped.OTU | Mapped.OTU.rate | Number.of.Tax |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5-2-F10 | 88539 | 74129 | 83.72% | 74057 | 99.90% | 39095 | 52.79% | 38774 | 99.18% | 12 | 11 | 91.67% | 9 |
| 5-2-F11 | 143479 | 132752 | 92.52% | 132317 | 99.67% | 118977 | 89.92% | 109463 | 92.00% | 67 | 59 | 88.06% | 44 |
| 5-2-F12 | 140652 | 122229 | 86.90% | 122116 | 99.91% | 73277 | 60.01% | 62604 | 85.43% | 40 | 32 | 80.00% | 27 |
| 5-2-F13 | 117505 | 102245 | 87.01% | 102057 | 99.82% | 52123 | 51.07% | 48877 | 93.77% | 23 | 20 | 86.96% | 19 |
| 5-2-F14 | 144270 | 124658 | 86.41% | 124546 | 99.91% | 73044 | 58.65% | 66811 | 91.47% | 24 | 21 | 87.50% | 17 |
| 5-2-F8 | 105788 | 97708 | 92.36% | 97180 | 99.46% | 83329 | 85.75% | 76551 | 91.87% | 67 | 62 | 92.54% | 51 |
| 5-2-F9 | 128612 | 110167 | 85.66% | 110033 | 99.88% | 71066 | 64.59% | 71066 | 100.00% | 12 | 12 | 100.00% | 10 |
| 5-2-M1 | 146199 | 125347 | 85.74% | 125208 | 99.89% | 70072 | 55.96% | 65419 | 93.36% | 24 | 19 | 79.17% | 18 |
| 5-2-M2 | 96796 | 82039 | 84.75% | 81904 | 99.84% | 41094 | 50.17% | 37850 | 92.11% | 22 | 17 | 77.27% | 15 |
| 5-2-M3 | 95485 | 71051 | 74.41% | 70918 | 99.81% | 34848 | 49.14% | 32115 | 92.16% | 21 | 19 | 90.48% | 15 |
| 5-2-M4 | 116560 | 100152 | 85.92% | 100057 | 99.91% | 51865 | 51.84% | 49116 | 94.70% | 22 | 19 | 86.36% | 15 |
| 5-2-M5 | 108369 | 93771 | 86.53% | 93684 | 99.91% | 51858 | 55.35% | 45594 | 87.92% | 41 | 37 | 90.24% | 30 |
| 5-2-M6 | 120432 | 102599 | 85.19% | 102411 | 99.82% | 49687 | 48.52% | 45650 | 91.88% | 29 | 25 | 86.21% | 20 |
| 5-2-M7 | 113999 | 97404 | 85.44% | 97335 | 99.93% | 61089 | 62.76% | 61083 | 99.99% | 19 | 18 | 94.74% | 15 |
| 5-20-F10 | 127201 | 108755 | 85.50% | 108668 | 99.92% | 57792 | 53.18% | 57191 | 98.96% | 23 | 21 | 91.30% | 20 |
| 5-20-F11 | 109253 | 93779 | 85.84% | 93698 | 99.91% | 50007 | 53.37% | 47572 | 95.13% | 26 | 22 | 84.62% | 18 |
| 5-20-F12 | 150373 | 128307 | 85.33% | 128164 | 99.89% | 75561 | 58.96% | 72493 | 95.94% | 33 | 30 | 90.91% | 29 |
| 5-20-F13 | 151224 | 128241 | 84.80% | 128136 | 99.92% | 71281 | 55.63% | 70059 | 98.29% | 32 | 30 | 93.75% | 27 |
| 5-20-F14 | 140689 | 119599 | 85.01% | 119479 | 99.90% | 63151 | 52.86% | 58574 | 92.75% | 34 | 30 | 88.24% | 26 |
| 5-20-F8 | 136456 | 117599 | 86.18% | 117525 | 99.94% | 62035 | 52.78% | 59418 | 95.78% | 31 | 25 | 80.65% | 25 |
| 5-20-F9 | 114879 | 97230 | 84.64% | 97131 | 99.90% | 48557 | 49.99% | 47724 | 98.28% | 18 | 16 | 88.89% | 14 |
| 5-20-M1 | 140154 | 119488 | 85.25% | 119396 | 99.92% | 70010 | 58.64% | 67861 | 96.93% | 20 | 16 | 80.00% | 15 |
| 5-20-M2 | 150905 | 130488 | 86.47% | 130413 | 99.94% | 77993 | 59.80% | 76477 | 98.06% | 21 | 18 | 85.71% | 18 |
| 5-20-M3 | 130723 | 113331 | 86.70% | 113263 | 99.94% | 59241 | 52.30% | 55331 | 93.40% | 21 | 17 | 80.95% | 15 |
| 5-20-M4 | 178332 | 153427 | 86.03% | 153324 | 99.93% | 99067 | 64.61% | 86607 | 87.42% | 45 | 41 | 91.11% | 34 |
| 5-20-M5 | 144602 | 124905 | 86.38% | 124816 | 99.93% | 67653 | 54.20% | 60245 | 89.05% | 33 | 27 | 81.82% | 26 |
| 5-20-M6 | 147064 | 125541 | 85.36% | 125405 | 99.89% | 70268 | 56.03% | 63354 | 90.16% | 40 | 36 | 90.00% | 31 |
| 5-20-M7 | 177935 | 153409 | 86.22% | 153298 | 99.93% | 92849 | 60.57% | 90826 | 97.82% | 24 | 21 | 87.50% | 17 |
QC: # of sequencing reads passed by the quality threshold
Merge: # of merged sequencing reads
OTU.cluster: # of clustered sequencing reads
Alignment: # of sequencing reads mapped to Silva database
Represent.OTU: # of clusters
Mapped.OTU: # of clusters mapped to Silva database
Number.of.Tax: # of Taxonomy
Path: ./result/OTU & QC/
2. Taxonomy results
Barplot
According to taxonomy annotation, top 15 bacteria with relative abundance in each level (Phylum, Class, Order, family, Genus, Species) are selected for each sample or group and generate a histogram of relative abundance. Bacteria with lower relative abundance are merged into “Others”.
Path: ./result/Abundance/
Case & Control
Phylum
Class
Order
Family
Genus
Species
Cas0_BF
Phylum
Class
Order
Family
Genus
Species
Cas1_BF
Phylum
Class
Order
Family
Genus
Species
Gender
Phylum
Class
Order
Family
Genus
Species
Heatmap
The heatmap is drawn according to the taxonomy annotation and relative abundance of all samples (groups) in each level. “Square root” is applied to numerical conversion for relative abundance.
Path: ./result/Heatmap/