| Literature DB >> 36005340 |
Yi-Hsuan Li1, Zih-Ting Chang2, Ming-Ren Yen1, Yu-Feng Huang1,3, Tzu-Han Chen1, Ju-Chun Chang1, Ming-Cheng Wu1, Yu-Liang Yang4,5, Yue-Wen Chen2, Yu-Shin Nai1.
Abstract
Nosema ceranae is one of the fungal parasites of Apis mellifera. It causes physical and behavioral effects in honey bees. However, only a few studies have reported on gene expression profiling during A. mellifera infection. In this study, the transcriptome profile of mature spores at each time point of infection (5, 10, and 20 days post-infection, d.p.i.) were investigated. Based on the transcriptome and expression profile analysis, a total of 878, 952, and 981 differentially expressed genes (DEGs) (fold change ≥ 2 or ≤ -2) were identified in N. ceranae spores (NcSp) at 5 d.p.i., 10 d.p.i., and 20 d.p.i., respectively. Moreover, 70 upregulated genes and 340 downregulated genes among common DEGs (so-called common DEGs) and 166 stage-specific genes at each stage of infection were identified. The Gene Ontology (GO) analysis indicated that the DEGs and corresponding common DEGs are involved in the functions of cytosol (GO:0005829), cytoplasm (GO:0005737), and ATP binding (GO:0005524). Furthermore, the pathway analysis found that the DEGs and common DEGs are involved in metabolism, environmental information processing, and organismal systems. Four upregulated common DEGs with higher fold-change values, highly associated with spore proteins and transcription factors, were selected for validation. In addition, the stage-specific genes are highly involved in the mechanism of pre-mRNA splicing according to GO enrichment analysis; thus, three of them showed high expression at each d.p.i. and were also subjected to validation. The relative gene expression levels showed a similar tendency as the transcriptome predictions at different d.p.i., revealing that the gene expression of N. ceranae during infection may be related to the mechanism of gene transcription, protein synthesis, and structural proteins. Our data suggest that the gene expression profiling of N. ceranae at the transcriptomic level could be a reference for the monitoring of nosemosis at the genetic level.Entities:
Keywords: Apis mellifera; Nosema ceranae; common DEGs; stage-specific genes; transcriptome
Year: 2022 PMID: 36005340 PMCID: PMC9409478 DOI: 10.3390/insects13080716
Source DB: PubMed Journal: Insects ISSN: 2075-4450 Impact factor: 3.139
Figure 1Observation and molecular identification of N. ceranae infection. (A) Kaplan–Meier survival curve (* = significant difference); (B) observation of mature spores; (C) mature spore counts (Different letters indicate significant differences (p < 0.05)); and (D) molecular detection of N. ceranae infection at 0.5 (12 h), 1, 3, 5, 10, 15, and 20 d.p.i.; d.p.i. = days post-infection; CD = cell debris; SP = spore; the arrowhead indicates the cell debris; the arrow indicates the spore.
Figure 2DEG and common gene identification. (A) Scatter plot of DEGs (red dots = upregulation and blue dots = downregulation); (B) Venn plot and fold-change number for the distribution of common DEGs.
List of upregulated common DEGs with FPKM values > 1000 at different times post-infection.
| No. | Gene ID | FPKM | Fold Change | Gene Type | Protein ID | Length (aa) | Protein Name | E-Value | KO | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NcSp/5 d.p.i. | NcSp/10 d.p.i. | NcSp/20 d.p.i. | NCBI | EMBL-EBI | ||||||||
| 1 * | AAJ76_1600052943 | 15,626.3/115,903/34,433.6/47165.2 | 7.417124574 | 2.203565835 | 3.018307934 | Protein coding | XP_024331363.1 | 265 | Hypothetical protein | Spore wall protein 25 (SWP25_NOSB1) | 1.50 × 10−13 | - |
| 2 * | AAJ76_2000149161 | 12,535.3/91,333/34,160.1/43545.1 | 7.286065679 | 2.725120453 | 3.473788695 | Protein coding | XP_024332331.1 | 263 | Hypothetical protein | - | - | - |
| 3 * | AAJ76_2000141845 | 11,759.8/65,562.7/29,751.5/34741.6 | 5.575147599 | 2.529916904 | 2.95426655 | Protein coding | XP_024332326.1 | 341 | Hypothetical protein | Spore wall protein 30 (SWP32_NOSB) | 6.00 × 10−13 | - |
| 4 | AAJ76_1600051435 | 189.533/21,504.1/1488.81/3201.29 | 113.4584304 | 7.855156397 | 16.89038139 | Protein coding | XP_024331362.1 | 286 | Hypothetical protein | Spore wall protein 25 (SWP25_NOSB) | 1.50 × 10−6 | - |
| 5 | AAJ76_2300022418 | 6875.45/16,903.7/17,987.8/19,037.2 | 2.458553927 | 2.616231128 | 2.768875144 | Protein coding | XP_024331106.1 | 198 | Hypothetical protein | WD repeat-containing protein 48 homolog (WDR48_DICDI) | 3.30 × 10−5 | - |
| 6 | AAJ76_8000115509 | 783.185/14,628.1/1618.08/1750.26 | 18.67776596 | 2.066013956 | 2.234791131 | Protein coding | XP_024331780.1 | 331 | Hypothetical protein | Radixin (RADI_PIG) | 9.70 × 10−7 | - |
| 7 | AAJ76_500093385 | 836.136/12,300.3/3753.56/3436.68 | 14.71096519 | 4.48917395 | 4.110203999 | Protein coding | XP_024332003.1 | 166 | Hypothetical protein | - | - | - |
| 8 | AAJ76_500085842 | 830.632/8069.28/1893.56/1693.65 | 9.714636403 | 2.279662102 | 2.038997491 | Protein coding | XP_024331997.1 | 187 | Hypothetical protein | - | - | - |
| 9 | AAJ76_700014852 | 292.943/6718.83/2035.24/2486.37 | 22.93565176 | 6.947577391 | 8.487560776 | Protein coding | XP_024331793.1 | 154 | Ubiquitin-conjugating enzyme e2 e2 | Ubiquitin-conjugating enzyme E2 E2 (UB2E2_MOUSE) | 1.10 × 10−60 | K20217 |
| 10 * | AAJ76_500091146 | 142.197/5518/1477.09/1142.36 | 38.80552048 | 10.38766869 | 8.033618765 | Protein coding | XP_024332001.1 | 198 | Forkhead hnf3 transcription factor | Fork head domain transcription factor slp1 (SLP1_DROME) | 6.30 × 10−25 | K09399 |
| 11 | AAJ76_1500044498 | 794.305/5221.61/2185.54/1886.35 | 6.573811096 | 2.75152226 | 2.374839476 | Protein coding | XP_024331404.1 | 233 | Proteasome subunit alpha type-5 | Probable proteasome subunit alpha type-5 (PSA5_ENCCU) | 8.10 × 10−98 | K02729 |
| 12 | AAJ76_1040006841 | 612.16/4981.59/1332.9/1251.91 | 8.137750225 | 2.177375154 | 2.04506968 | Protein coding | XP_024329929.1 | 708 | cdc48-like aaa ATPase | - | - | K13525 |
| 13 | AAJ76_7900011594 | 530.277/3735.63/2918.4/1222.32 | 7.044659616 | 5.503540416 | 2.305069101 | Protein coding | XP_024330110.1 | 199 | Peptidyl-prolyl cis-trans isomerase | Peptidyl-prolyl cis-trans isomerase B (PPIB_RAT) | 1.00 × 10−40 | K03768 |
| 14 | AAJ76_5600010148 | 487.495/2612.36/2107.93/1300.2 | 5.358762956 | 4.324010421 | 2.667114941 | Protein coding | XP_024330347.1 | 149 | Signal peptidase complex subunit 3 | Probable signal peptidase complex subunit 3 (SPCS3_CAEEL) | 3.30 × 10−5 | K12948 |
| 15 | AAJ76_2400023015 | 423.143/2460.52/1559.48/1320.58 | 5.81488234 | 3.685473539 | 3.120873758 | Protein coding | XP_024331065.1 | 229 | Proteasome subunit alpha type-2-a | Proteasome subunit alpha type-2 (PSA2_ORYSJ) | 3.40 × 10−36 | K02726 |
| 16 | AAJ76_3500034447 | 417.662/1822.04/1577.38/2178.81 | 4.362484484 | 3.776683799 | 5.21667299 | Protein coding | XP_024330780.1 | 205 | 20s proteasome subunit | Proteasome subunit beta type-3 (PSB3_DICDI) | 1.50 × 10−47 | K02735 |
| 17 | AAJ76_1100054231 | 704.144/1773.09/1670.11/1547.41 | 2.518072811 | 2.371828999 | 2.197586572 | Protein coding | XP_024331572.1 | 206 | Udp-glucose pyrophosphorylase | - | - | - |
* = selected gene for validation; FPKM = fragment per kilobase per million; d.p.i. = days post-infection; aa = amino acid; NCBI = National Center for Biotechnology Information; EMBL-EBI = the European Molecular Biology Laboratory European Bioinformatics Institute.
List of downregulated common DEGs with FPKM values > 1000 at different times post-infection.
| No. | Gene ID | FPKM | Fold Change | Gene Type | Protein ID | Length (aa) | Protein Name | E-Value | KO | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NcSp/5 d.p.i. | NcSp/10 d.p.i. | NcSp/20 d.p.i. | NCBI | EMBL-EBI | ||||||||
| 1 | AAJ76_630009567 | 398,502/32947.1/61,754.1/70,676.1 | −12.0951772 | −6.453044615 | −5.6384163 | Protein coding | XP_024330265.1 | 107 | Hypothetical protein | - | - | K09140 |
| 2 | AAJ76_2000146453 | 522,948/111,302/18,531.6/16,522.3 | −4.698434055 | −28.21909861 | −31.65101806 | Protein coding | XP_024332329.1 | 183 | Hypothetical protein | Cilia- and flagella-associated protein 251 (CF251_MOUSE) | 2.00 × 10−7 | - |
| 3 | AAJ76_1600023921 | 978,848/95,231.2/24,913.3/19,641 | −10.27865792 | −39.29026518 | −49.83681619 | Protein coding | XP_024331347.1 | 267 | Hypothetical protein | Nuclear protein 58 (NOP58_DICDI) | 2.40 × 10−20 | - |
| 4 | AAJ76_1900025375 | 321,105/84,821.6/14,069.3/17,252.2 | −3.785647288 | −22.8230548 | −18.61237171 | Protein coding | XP_024331241.1 | 275 | Polar tube protein 2 | Polar tube protein 2 (PTP2_ENCCU) | 2.60 × 10−6 | - |
| 5 | AAJ76_1900028347 | 282,631/79,179.8/8975.75/7515.33 | −3.569495047 | −31.4884317 | −37.60727843 | Protein coding | XP_024331242.1 | 446 | Hypothetical protein | Proline-rich protein 2 (PRP2_MOUSE) | 3.10 × 10−22 | K10844 |
| 6 | AAJ76_1200007387 | 104,357/36,502.7/9664.27/6697.23 | −2.858899688 | −10.79820795 | −15.58212405 | Protein coding | XP_024329835.1 | 464 | Elongation factor 1 | Elongation factor 1-alpha (EF1A_ENCCU) | 1.60 × 10−168 | K03857 |
| 7 | AAJ76_6000015274 | 135,745/34,449.1/7043/6780.66 | −3.940448921 | −19.27367797 | −20.01944398 | Protein coding | XP_024330295.1 | 236 | Hypothetical protein | - | - | - |
| 8 | AAJ76_4500017931 | 80,571.7/30,587.7/9618.05/9332.46 | −2.634118045 | −8.377152866 | −8.633466829 | Protein coding | XP_024330533.1 | 239 | Hypothetical protein | - | - | - |
| 9 | AAJ76_210002401 | 59,830.8/26,523.1/6006.5/3556.09 | −2.255801308 | −9.960995968 | −16.82494636 | Protein coding | XP_024331167.1 | 678 | Heat shock protein 70 | - | - | - |
| 10 | AAJ76_130006800 | 105,634/24,439/2415.33/1928.25 | −4.322332328 | −43.73480633 | −54.78199877 | Protein coding | XP_024331464.1 | 204 | Hypothetical protein | - | - | - |
| 11 | AAJ76_3100015858 | 54,826.6/22,173.9/2287.82/2631.64 | −2.47256766 | −23.96455092 | −20.83359639 | Protein coding | XP_024330869.1 | 338 | Hypothetical protein | Uncharacterized protein ECU05_0110 (Y511_ENCCU) | 1.60 × 10−7 | - |
| 12 | AAJ76_420004908 | 91,596.5/21,857.3/5018.44/4703.25 | −4.190667331 | −18.25196643 | −19.47511578 | Protein coding | XP_024330583.1 | 221 | Hypothetical protein | Spore wall protein ECU02_0150 (Y215_ENCCU) | 6.70 × 10−25 | K01689 |
| 13 | AAJ76_2700043085 | 39,025.5/19,267.6/3836.51/3059.65 | −2.02544653 | −10.17213071 | −12.7549028 | Protein coding | XP_024330997.1 | 156 | Hypothetical protein | - | - | - |
| 14 | AAJ76_1200044876 | 84,245.8/18,063.1/3850.84/6236.68 | −4.663974821 | −21.87725765 | −13.50807323 | Protein coding | XP_024331532.1 | 222 | Spore wall protein precursor | Spore wall protein 26 (SWP26_NOSB1) | 5.50 × 10−29 | - |
| 15 | AAJ76_4700024603 | 67,259.6/16,069.1/3500.31/3049.83 | −4.185645126 | −19.2153853 | −22.05356525 | Protein coding | XP_024330499.1 | 284 | ABC-type multidrug transport ATPase and permease component | Spore wall protein 7 (SWP7_NOSB1) | 2.80 × 10−100 | - |
| 16 | AAJ76_6600013598 | 34,656.4/16,003.4/2672.38/2821.32 | −2.165559782 | −12.96832278 | −12.28375723 | Protein coding | XP_024330229.1 | 317 | Hypothetical protein | Transcription initiation factor TFIID subunit 3 (TAF3_CHICK) | 3.10 × 10−6 | - |
| 17 | AAJ76_1400036761 | 95,516.2/14,664.3/5710.68/3838.4 | −6.513531706 | −16.72587754 | −24.88440523 | Protein coding | XP_024331438.1 | 226 | Hypothetical protein | - | - | - |
| 18 | AAJ76_2400032169 | 38,208.9/13,393.2/2471.53/3059.12 | −2.852862075 | −15.45958836 | −12.49015954 | Protein coding | XP_024331074.1 | 131 | Hypothetical protein | Histone-lysine N-methyltransferase, H3 lysine-79 specific (9DOT1L_DICDI) | 1.10 × 10−6 | K07178 |
| 19 | AAJ76_5300022630 | 39,320.1/12,093.2/3489.63/3466.58 | −3.251442701 | −11.267691 | −11.34260414 | Protein coding | XP_024330400.1 | 295 | Hydrolase of the alpha beta-hydrolase | Uncharacterized protein ECU07_0920 (Y792_ENCCU) | 1.60 × 10−37 | - |
| 20 | AAJ76_1000065899 | 96,438/11,363/4552.52/4869.86 | −8.487031311 | −21.18351365 | −19.80303982 | Protein coding | XP_024331635.1 | 216 | Hypothetical protein | - | - | - |
| 21 | AAJ76_4000112883 | 117,599/9836.2/2044.46/1175.49 | −11.95572738 | −57.52072681 | −100.0425551 | Protein coding | XP_024332099.1 | 327 | glyceraldehyde-3-phosphate dehydrogenase | Glyceraldehyde-3-phosphate dehydrogenase (G3P_CUTCU) | 2.10 × 10−120 | K00134 |
| 22 | AAJ76_5000109749 | 21,356.7/9085.52/2351.82/2527.34 | −2.350634122 | −9.080929654 | −8.450285003 | Protein coding | XP_024332015.1 | 229 | Spore wall protein 12 | Spore wall protein 12 (SWP12_NOSB1) | 2.20 × 10−76 | - |
| 23 | AAJ76_2300036398 | 21,838.9/8533.66/3482.57/2535.92 | −2.559141644 | −6.270932541 | −8.611771259 | Protein coding | XP_024331119.1 | 380 | Spore wall protein 9 | Spore wall protein 9 (SWP9_NOSB1) | 2.00 × 10−39 | K07955 |
| 24 | AAJ76_2700031779 | 26,552.2/7739.67/1271.69/1831.42 | −3.430669148 | −20.87942389 | −14.498181 | Protein coding | XP_024330986.1 | 167 | Hypothetical protein | - | - | - |
| 25 | AAJ76_6600019728 | 28,729.1/5107.81/2222.85/3656.61 | −5.624520074 | −12.9244412 | −7.856735542 | Protein coding | XP_024330233.1 | 154 | Prenylated Rab acceptor 1-like protein | Uncharacterized membrane protein ECU02_1470 (Y2E7_ENCCU) | 3.70 × 10−16 | K11838 |
| 26 | AAJ76_420004134 | 18,934/5107.54/1904.29/1739.95 | −3.707071651 | −9.942853842 | −10.88191078 | Protein coding | XP_024330582.1 | 219 | Ran-specific GTPase-activating protein 1 | Ran-specific GTPase-activating protein 1 (YRB1_ENCCU) | 3.70 × 10−41 | - |
| 27 | AAJ76_200059848 | 19,359.4/4708.45/1848.74/1879.72 | −4.111628734 | −10.47167266 | −10.29905455 | Protein coding | XP_024332275.1 | 250 | Hypothetical protein | Gelsolin-related protein of 125 kDa (GNRA_DICDI) | 3.90 × 10−5 | - |
| 28 | AAJ76_1600068502 | 14,848.7/4309.26/2652.73/2834.43 | −3.445778582 | −5.597528622 | −5.238704187 | Protein coding | XP_024331374.1 | 122 | ccaat binding transcription factor subunit a | Nuclear transcription factor Y subunit B-5 (NFYB5_ARATH) | 1.20 × 10−24 | - |
| 29 | AAJ76_1100066671 | 659,735/4001.88/4268.18/8495.99 | −164.8568473 | −154.570372 | −77.65247484 | Protein coding | XP_024331582.1 | 132 | Hypothetical protein | Protein DR_1172 (UB72_DEIRA) | 8.90 × 10−15 | K11204 |
| 30 | AAJ76_1000142585 | 18,723.8/3995.19/1946.34/2392.26 | −4.686594587 | −9.620020711 | −7.826840255 | Protein coding | XP_024332442.1 | 268 | Septin | Cell division control protein 11 (CDC11_ENCCU) | 4.30 × 10−98 | K01151 |
| 31 | AAJ76_280006733 | 32,568.2/3946.19/1832.71/1589.86 | −8.253064983 | −17.77059399 | −20.48491498 | Protein coding | XP_024330938.1 | 201 | Hypothetical protein | - | - | - |
| 32 | AAJ76_1700062503 | 19,005.2/2947.71/7507.76/2855.59 | −6.447411209 | −2.531407907 | −6.655421327 | non coding RNA | - | - | 23S ribosomal RNA | - | - | - |
| 33 | AAJ76_710008572 | 22,045.4/2941.14/1179.25/1501.71 | −7.495527438 | −18.69447434 | −14.68010111 | Protein coding | XP_024330184.1 | 190 | Hypothetical protein | - | - | K00162 |
| 34 | AAJ76_100008081 | 73,487.3/2295.2/1218.66/2315.53 | −32.01774949 | −60.30141705 | −31.73669519 | Protein coding | XP_024331599.1 | 209 | Hypothetical protein | - | - | - |
| 35 | AAJ76_1000165053 | 8466.55/1740.59/1290.67/1686.56 | −4.864191406 | −6.559791681 | −5.020009172 | Protein coding | XP_024332456.1 | 347 | Septin-like protein | Cell division control protein 10 (CDC10_ENCCU) | 8.30 × 10−110 | - |
| 36 | AAJ76_1000016205 | 97,815.6/1570.42/2985.17/2356.31 | −62.28660354 | −32.76718881 | −41.51209968 | Protein coding | XP_024331606.1 | 186 | Hypothetical protein | - | - | - |
FPKM = fragment per kilobase per million; d.p.i. = days post-infection; aa = amino acid; NCBI = National Center for Biotechnology Information; EMBL-EBI = the European Molecular Biology Laboratory European Bioinformatics Institute.
List of the top 10 ranked stage-specific genes at different times post-infection.
| Stage | No. | Gene ID | FPKM | Protein ID | Length (aa) | Protein Name | E-Value | KO Annotation | |
|---|---|---|---|---|---|---|---|---|---|
| NCBI | EMBL-EBI | ||||||||
| 5 d.p.i | 1 * | AAJ76_5000026485 | 2388.86 | XP_024330451.1 | 116 | g10 protein | Pre-mRNA-splicing factor cwf14 (CWF14_SCHPO) | 7.40 × 10−27 | - |
| 2 | AAJ76_500072312 | 1067.07 | XP_024331989.1 | 149 | Hypothetical protein | - | - | - | |
| 3 | AAJ76_4500025263 | 987.901 | XP_024330536.1 | 176 | Hypothetical protein | - | - | - | |
| 4 | AAJ76_500090033 | 754.257 | XP_024332000.1 | 164 | Nuclear essential protein 1 | Ribosomal RNA small subunit methyltransferase mra1 (NEP1_SCHPO) | 8.40 × 10−11 | K14568 | |
| 5 | AAJ76_4800030660 | 679.592 | XP_024330487.1 | 132 | Hypothetical protein | - | - | - | |
| 6 | AAJ76_2700033485 | 549.13 | XP_024330988.1 | 174 | Hypothetical protein | - | - | - | |
| 7 | AAJ76_2200018137 | 404.002 | XP_024331140.1 | 145 | Deoxycytidylate deaminase | tRNA-specific adenosine deaminase 2 (ADAT2_XENTR) | 8.60 × 10−22 | K15441 | |
| 8 | AAJ76_900062461 | 401.31 | XP_024331679.1 | 148 | Bis (5 -adenosyl)-triphosphatase-like protein | Bis(5’-adenosyl)-triphosphatase (FHIT_DICDI) | 1.00 × 10−25 | K01522 | |
| 9 | AAJ76_1000019447 | 326.831 | XP_024331608.1 | 187 | Hypothetical protein | - | - | - | |
| 10 | AAJ76_1400060351 | 208.221 | XP_024331456.1 | 199 | Hypothetical protein | Putative chaperone PpiD (PPID_BUCBP) | 1.60 × 10−5 | - | |
| 10 d.p.i | 1 | AAJ76_2850002256 | 5462.22 | XP_024329453.1 | 41 | Hypothetical protein | - | - | - |
| 2 | AAJ76_2900015300 | 3735.49 | XP_024330918.1 | 41 | Hypothetical protein | - | - | - | |
| 3 | AAJ76_1100010265 | 3263.98 | XP_024331553.1 | 43 | Hypothetical protein | - | - | - | |
| 4 * | AAJ76_2400020190 | 2691.71 | XP_024331062.1 | 53 | H aca ribonucleoprotein complex subunit 3 | Putative H/ACA ribonucleoprotein complex subunit 3 (NOP10_CAEEL) | 8.80 × 10−11 | - | |
| 5 | AAJ76_900027941 | 1915.56 | XP_024331657.1 | 63 | Hypothetical protein | - | - | - | |
| 6 | AAJ76_1100054191 | 1914.4 | XP_024331571.1 | 56 | Hypothetical protein | Exportin-T (XPOT_DICDI) | 4.80 × 10−4 | - | |
| 7 | AAJ76_2160003 | 1472.66 | XP_024329567.1 | 62 | Nol1 nol2 sun tRNA rRNA cytosine-c5-methylase | tRNA (cytosine(48)-C(5))-methyltransferase (TRM4_METJA) | 2.80 × 10−12 | K14835 | |
| 8 | AAJ76_1120001085 | 1441.18 | XP_024329876.1 | 52 | Hypothetical protein | - | - | - | |
| 9 | AAJ76_3600023778 | 1344.19 | XP_024330748.1 | 63 | Hypothetical protein | - | - | - | |
| 10 | AAJ76_1000166313 | 1281.3 | XP_024332457.1 | 64 | Hypothetical protein | - | - | - | |
| 20 d.p.i | 1 | AAJ76_3000132534 | 5797.14 | XP_024332206.1 | 46 | Hypothetical protein | - | - | - |
| 2 * | AAJ76_2300035467 | 5519.29 | XP_024331118.1 | 67 | Hypothetical protein | U6 snRNA-associated Sm-like protein LSm6 (LSM6_SCHPO) | 8.70 × 10−7 | - | |
| 3 | AAJ76_6100016064 | 2662.52 | XP_024330287.1 | 53 | Hypothetical protein | - | - | - | |
| 4 | AAJ76_600074061 | 1545.98 | XP_024331899.1 | 87 | Zinc finger domain-containing protein | Pre-mRNA-splicing factor CWC24 (CWC24_KLULA) | 2.70 × 10−10 | K13127 | |
| 5 | AAJ76_347000188 | 1394.2 | XP_024329388.1 | 62 | Hypothetical protein | - | - | - | |
| 6 | AAJ76_1720005146 | 1258.07 | XP_024329669.1 | 61 | Calcium-binding protein of the recoverin subfamily | Neuronal calcium sensor 1 (NCS1_LYMST) | 3.60 × 10−9 | K19932 | |
| 7 | AAJ76_400028941 | 1057.47 | XP_024332054.1 | 86 | Ubiquitin-related modifier 1 | Ubiquitin-related modifier 1 (URM1_LACBS) | 5.40 × 10−7 | - | |
| 8 | AAJ76_230009864 | 789.777 | XP_024331097.1 | 82 | Hypothetical protein | - | - | - | |
| 9 | AAJ76_590008095 | 769.682 | XP_024330308.1 | 84 | Hypothetical protein | - | - | - | |
| 10 | AAJ76_610001 | 724.872 | XP_024330279.1 | 69 | Hypothetical protein | - | - | - | |
d.p.i.= days post-infection; * = selected gene for validation; FPKM = fragment per kilobase per million; aa = amino acid; NCBI = National Center for Biotechnology Information; EMBL-EBI = the European Molecular Biology Laboratory European Bioinformatics Institute.
Figure 3Dot plot of N. ceranae Gene Ontology (GO) term enrichment analysis, showing the enriched pathways with p < 0.05. (A) Upregulated DEGs; (B) downregulated DEGs. Each comparison is indicated at the bottom. The total number of regulated genes within the GO pathways selected on the dot plot are indicated in brackets. Colors indicate the p values from Fisher’s exact test, and the dot size is proportional to the number of DEGs and common DEGs in the pathway.
Figure 4Dot plot of N. ceranae Gene Ontology (GO) term enrichment analysis, showing the enriched pathways with p < 0.05. (A) Core genes; (B) stage-specific genes. Each trial is indicated at the bottom; the total number of regulated genes within the GO pathways selected on the dot plot are indicated in brackets. Colors indicate the p values from Fisher’s exact test, and the dot size is proportional to the number of DEGs and common DEGs in the pathway.
Figure 5KEGG annotation of (A–C) DEGs and (D) common DEGs. The bar plots show the number of DEGs identified in the relative pathway based on the KEGG pathway database.
Figure 6Validation of N. ceranae gene expression in upregulated common DEGs during N. ceranae infection. The bar plots show the relative gene expression levels of different common DEGs at different d.p.i. Different letters indicate significant differences (p < 0.05).
Figure 7Validation of N. ceranae gene expression in upregulated stage-specific genes during N. ceranae infection. The bar plots show the relative gene expression levels of different stage-specific genes at different d.p.i. The black arrowheads indicate the time point at which the highest expression level of the gene was predicted based on RNA-seq data. Different letters indicate significant differences (p < 0.05).