Please cite:Hölzer, M., Schoen, A., Wulle, J., Müller, M.A., Drosten, C., Marz, M., Weber, F., "Virus- and interferon alpha-induced transcriptomes of cells from the microbat Myotis daubentonii", iScience 19, 647-661 (2019)https://doi.org/10.1016/j.isci.2019.08.016
Contents
Throughout the whole supplement, RVFV is used as an abbreviation for the Rift Valley fever virus Clone 13 mutant. Details can be found in the main manuscript.
Go directly to the Interactive Gene Observer
- Fig. S1: Myotis daubentonii kidney cell line MyDauNi/2c is fully IFN competent
- Table S1: Overview of all RNA-Seq data sets
- Table S2: STAR mapping rate
- Fig. S2: Principal component analysis
- Movies S1: Animated PCAs
- Fig. S3: Read classification (CLARK/Krona)
- Fig. S4: GO terms
- S4 A: Mock vs. Clone13
- S4 B: Mock vs. IFN
- S4 C: IFN vs. Clone13
- Fig. S5: DEG overview
- S5 A: Mock-6h vs. Mock-24h
- S5 B: Mock-6h vs. IFN-6h
- S5 C: Mock-6h vs. Clone13-6h
- S5 D: Mock-24h vs. IFN-24h
- S5 E: Mock-24h vs. Clone13-24h
- S5 F: IFN-6h vs. Clone13-6h
- S5 G: IFN-6h vs. IFN-24h
- S5 H: IFN-24h vs. Clone13-24h
- S5 I: Clone13-6h vs. Clone13-24h
- Fig. S6: RVFV genome coverage
- Fig. S7: RT-qPCR confirmation of virus-only response genes
Fig. S1: Myotis daubentonii kidney cell line MyDauNi/2c is fully IFN competent
(A) STAT1-dependent response to exogenous IFN. Human A549, M. daubentonii MyDauNi and R. aegyptiacus Ro6E-J cells where treated with IFN-α, the JAK1/2 inhibitor Ruxolitinib, or were left untreated. Immunoblot analysis was performed with antibodies against the indicated antigens. Representative data from three independent experiments are shown. (B) Multiplication of an IFN-sensitive virus. Cells were pretreated with IFN or Ruxolitinib, infected with the IFN inducing and IFN-sensitive RVFVΔNSs::Renilla, and virus replication was measured by Renilla luciferase assays after 48 h of incubation. The graph shows the virus reporter activities normalized to uninfected background values for each cell line. Mean values and standard deviations from three independent replicates are shown.
Download: PDF
Table S1: RNA-Seq data overview and preprocessing
Overview of all RNA-Seq data sets. All reads were quality checked with FASTQC and Prinseq. Ribosomal RNAs were removed by SortMeRNA. Shown are read statistics before and after trimming.
Nr | ID | Condition | Time | Replicate | # Reads (raw) | FastQC (raw) | # Reads (trimmed) | FastQC (trimmed) | % rRNA removed | 5s | 5.8s | 18s | 28s |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | N1_6h_mock_RNA | mock | 6h | N1 | 72014608 | FASTQC | 71976311 | TRIMMED | 42.18 | 0.01 | 0.03 | 8.24 | 33.91 |
2 | N2_6h_mock_RNA | mock | 6h | N2 | 69174885 | FASTQC | 69136745 | TRIMMED | 42.15 | 0.01 | 0.02 | 8.43 | 33.68 |
3 | N3_6h_mock_RNA | mock | 6h | N3 | 66660208 | FASTQC | 66628120 | TRIMMED | 37.20 | 0.01 | 0.02 | 8.01 | 29.16 |
4 | N1_24h_mock_RNA | mock | 24h | N1 | 68994759 | FASTQC | 68967128 | TRIMMED | 16.29 | 0.01 | 0.02 | 3.14 | 13.11 |
5 | N2_24h_mock_RNA | mock | 24h | N2 | 67214554 | FASTQC | 67182327 | TRIMMED | 35.66 | 0.01 | 0.02 | 8.69 | 26.94 |
6 | N3_24h_mock_RNA | mock | 24h | N3 | 70693544 | FASTQC | 70653822 | TRIMMED | 65.44 | 0.01 | 0.03 | 17.34 | 48.07 |
7 | N1_6h_IFN_RNA | IFN | 6h | N1 | 70103253 | FASTQC | 70076333 | TRIMMED | 14.41 | 0.01 | 0.02 | 2.60 | 11.77 |
8 | N2_6h_IFN_RNA | IFN | 6h | N2 | 69501986 | FASTQC | 69467112 | TRIMMED | 30.24 | 0.01 | 0.02 | 6.16 | 24.04 |
9 | N3_6h_IFN_RNA | IFN | 6h | N3 | 70364742 | FASTQC | 70331915 | TRIMMED | 31.08 | 0.01 | 0.02 | 5.85 | 25.21 |
10 | N1_24h_IFN_RNA | IFN | 24h | N1 | 69072465 | FASTQC | 69043181 | TRIMMED | 17.84 | 0.01 | 0.02 | 3.24 | 14.56 |
11 | N2_24h_IFN_RNA | IFN | 24h | N2 | 66989439 | FASTQC | 66958823 | TRIMMED | 26.16 | 0.01 | 0.02 | 5.59 | 20.54 |
12 | N3_24h_IFN_RNA | IFN | 24h | N3 | 66867870 | FASTQC | 66831987 | TRIMMED | 64.45 | 0.01 | 0.03 | 15.21 | 49.20 |
13 | N1_6h_RVFV_RNA | RVFV | 6h | N1 | 68575488 | FASTQC | 68545199 | TRIMMED | 25.61 | 0.02 | 0.02 | 4.57 | 21.01 |
14 | N2_6h_RVFV_RNA | RVFV | 6h | N2 | 70292881 | FASTQC | 70259875 | TRIMMED | 28.91 | 0.01 | 0.02 | 5.96 | 22.91 |
15 | N3_6h_RVFV_RNA | RVFV | 6h | N3 | 71684876 | FASTQC | 71646117 | TRIMMED | 39.59 | 0.01 | 0.02 | 8.06 | 31.50 |
16 | N1_24h_RVFV_RNA | RVFV | 24h | N1 | 70118384 | FASTQC | 70092138 | TRIMMED | 15.17 | 0.02 | 0.03 | 2.33 | 12.79 |
17 | N2_24h_RVFV_RNA | RVFV | 24h | N2 | 68564186 | FASTQC | 68528972 | TRIMMED | 42.97 | 0.01 | 0.02 | 8.58 | 34.36 |
18 | N3_24h_RVFV_RNA | RVFV | 24h | N3 | 66246498 | FASTQC | 66212342 | TRIMMED | 39.92 | 0.01 | 0.02 | 8.80 | 31.09 |
Table S2: STAR mapping rate
We mapped the quality controlled and rRNA-depleted reads to the reference genome of the closely related microbat Myotis lucifugus using STAR.
(A) Uniquely mapped reads [%]. (B) Multiple mapped reads [%].
Nr | Sample | Input reads | Uniq mapped [%] | Uniq mapped [abs] | Number of splices | Mismatch rate per base [%] | Multiple mapped [%] | Multiple mapped [abs] | Unmapped (too short) |
---|---|---|---|---|---|---|---|---|---|
1 | N1_6h_mock_RNA | 41613966 | 70.69 | 29416823 | 4314735 | 2.05% | 16.66 | 6931364 | 11.10% |
2 | N2_6h_mock_RNA | 39998296 | 71.46 | 28583037 | 4197390 | 2.02% | 16.66 | 6663829 | 10.35% |
3 | N3_6h_mock_RNA | 41845008 | 71.64 | 29977924 | 4440966 | 2.03% | 16.02 | 6702814 | 10.75% |
4 | N1_24h_mock_RNA | 57732477 | 74.51 | 43014126 | 6490520 | 1.94% | 15.44 | 8914894 | 8.57% |
5 | N2_24h_mock_RNA | 43226582 | 73.06 | 31580887 | 4820715 | 1.97% | 15.87 | 6858291 | 9.62% |
6 | N3_24h_mock_RNA | 24415939 | 68.12 | 16632469 | 2370928 | 2.18% | 16.69 | 4075183 | 13.69% |
7 | N1_6h_IFN_RNA | 59981837 | 73.36 | 44002095 | 6673922 | 2.00% | 16.55 | 9924770 | 8.54% |
8 | N2_6h_IFN_RNA | 48461374 | 72.9 | 35329169 | 5292556 | 2.02% | 16.44 | 7968739 | 9.17% |
9 | N3_6h_IFN_RNA | 48470406 | 72.36 | 35074137 | 5267434 | 2.03% | 16.3 | 7899697 | 9.82% |
10 | N1_24h_IFN_RNA | 56724654 | 74.43 | 42221426 | 6284716 | 1.99% | 14.93 | 8470254 | 9.11% |
11 | N2_24h_IFN_RNA | 49439582 | 74.48 | 36824901 | 5661325 | 1.96% | 15.76 | 7792275 | 8.28% |
12 | N3_24h_IFN_RNA | 23760050 | 69.25 | 16453496 | 2353279 | 2.18% | 16.33 | 3879685 | 12.88% |
13 | N1_6h_RVFV_RNA | 50991652 | 73.17 | 37311443 | 5355209 | 1.98% | 16.21 | 8266558 | 9.08% |
14 | N2_6h_RVFV_RNA | 49950316 | 73.08 | 36503929 | 5405391 | 1.99% | 16.32 | 8151527 | 9.12% |
15 | N3_6h_RVFV_RNA | 43282410 | 72.39 | 31330065 | 4552946 | 2.03% | 16.0 | 6925579 | 10.02% |
16 | N1_24h_RVFV_RNA | 59461224 | 73.8 | 43884200 | 5978846 | 2.02% | 14.09 | 8375445 | 10.63% |
17 | N2_24h_RVFV_RNA | 39081917 | 73.23 | 28619885 | 3873904 | 2.07% | 14.89 | 5819071 | 10.37% |
18 | N3_24h_RVFV_RNA | 39781791 | 73.75 | 29337729 | 4239232 | 2.06% | 15.16 | 6030454 | 9.60% |
Fig. S2: Principal component analysis
Movies S1: Animated PCAs
(A) animated 2d-PCA and (B) animated 3d-PCA movies generated with PCAGO.
A: Show animated 2d-PCA movie in browser: mp4 (744K) Download animated 2d-PCA movie: mp4 (744K) | mov (44Mb) In case the video is not loading in your browser, you can open this simple (low-quality) GIF animation: load gif B: Show animated 3d-PCA movie in browser: mp4 (2.3M) | mov (44Mb) Download animated 3d-PCA movie: mp4 (2.3M) In case the video is not loading in your browser, you can open this simple (low-quality) GIF animation: load gifFig. S3: Read classification with CLARK and visualization with Krona
CLARK classifcation was run against NCBI RefSeq genomes of bacteria, viruses, fungi, human and a custom database comprising the M. lucifugus genome. Click on the "link" button to copy the URL and open the circular plot in a larger view.
Mock 6h
Mock 24h
IFN 6h
IFN 24h
Clone13 6h
Clone13 24h
Fig. S4: Enriched GO terms based on pairwise comparisons
The calculation of significantly enriched GO terms is based on the Piano calculations that can be found in the corresponding DEG calculations (see S5 A-I in overview).
Fig. S4 A: Mock vs. Clone13
GO terms of the virus-regulated genes. Significantly enriched GO categories for the mock vs. Clone 13 comparisons 6 h (upper) and 24 h (lower) post infection. Based on the Piano output (see supplementary data S5 C and S5 E), significantly enriched GO categories (p<0.05) composed of at least five differentially expressed genes were selected. The bars indicate how many genes are significantly up (red) or down (blue) regulated within a specific GO category. The GO categories are sorted by "biological process" (green), "molecular function" (blue), and "cellular component" (orange) in ascending order regarding the number of genes. Download PDF

Fig. S4 B: Mock vs. IFN
GO terms of the IFN-regulated genes. Significantly enriched GO categories for the mock vs. IFN comparisons 6h (upper) and 24h (lower) post infection. Based on the Piano output (see supplementary data S5 B and S5 D), significantly enriched GO categories (p<0.05) composed of at least five differentially expressed genes were selected. The bars indicate how many genes are significantly up (red) or down (blue) regulated within a specific GO category. The GO categories are sorted by "biological process" (green), "molecular function" (blue), and "cellular component" (orange) in ascending order regarding the number of genes. Download PDF

Fig. S4 C: IFN vs. Clone13
GO terms of the IFN- and Clone 13-regulated genes. Significantly enriched GO categories for the IFN vs. Clone 13 comparisons 6h (upper) and 24h (lower) post infection. Based on the Piano output (see supplementary data S5 F and S5 H), significantly enriched GO categories (p<0.05) composed of at least five differentially expressed genes were selected. The bars indicate how many genes are significantly up (red) or down (blue) regulated within a specific GO category. The GO categories are sorted by "biological process" (green), "molecular function" (blue), and "cellular component" (orange) in ascending order regarding the number of genes. Download PDF

Fig. S5: DEG overview
Sample2Sample distance
Heatmaps
Top genes with highest expression | Genes up-regulated only in RVFV 24h |
All pairwise comparisons:
- S5 A: Mock-6h vs. Mock-24h
- S5 B: Mock-6h vs. IFN-6h
- S5 C: Mock-6h vs. Clone13-6h
- S5 D: Mock-24h vs. IFN-24h
- S5 E: Mock-24h vs. Clone13-24h
- S5 F: IFN-6h vs. Clone13-6h
- S5 G: IFN-6h vs. IFN-24h
- S5 H: IFN-24h vs. Clone13-24h
- S5 I: Clone13-6h vs. Clone13-24h
Fig. S6: Coverage of the S, M, and L segment of the RVFV reference genome
Reference sequences for Clone 13 of the S, M, and L segment of RVFV were downloaded from the NCBI under RefSeq accessions NC014395.1 (S segment), NC014396.1 (M segment), NC014397.1 (L segment). The plots show the aggregate average coverage for the triplicates 6h and 24h post infection with the RVFV Clone13 mutant.
Please note the Clone 13-specific deletion in the IFN antagonist NSs on the S segment that determines its high IFN induction capability.
Download: PDFFig. S7: RT-qPCR confirmation of virus-only response genes - control experiments
Human A549 and M. daubentonii MyDauNi cells, treated or not with Ruxolitinib, were incubated with 1000 U/ml IFN-α or infected with Clone 13 (MOI 5) for 6 or 24 h, respectively. (A) Immunoblot analysis was performed with antibodies against the indicated antigens. Representative data from three independent experiments are shown. (B) RT-qPCR for MxA/Mx1 transcripts and the viral L segment, respectively. The graphs show the fold induction over mock, for the respective time point, with mean values and standard deviations from three independent replicates.
Download: PDF