| Literature DB >> 33888770 |
Susan Schröpfer1, Isabelle Vogt1, Giovanni Antonio Lodovico Broggini2, Andreas Dahl3, Klaus Richter4, Magda-Viola Hanke1, Henryk Flachowsky1, Andreas Peil5.
Abstract
Most of the commercial apple cultivars are highly susceptible to fire blight, which is the most devastating bacterial disease affecting pome fruits. Resistance to fire blight is described especially in wild Malus accessions such as M. × robusta 5 (Mr5), but the molecular basis of host resistance response to the pathogen Erwinia amylovora is still largely unknown. The bacterial effector protein AvrRpt2EA was found to be the key determinant of resistance response in Mr5. A wild type E. amylovora strain and the corresponding avrRpt2EA deletion mutant were used for inoculation of Mr5 to induce resistance or susceptible response, respectively. By comparison of the transcriptome of both responses, 211 differentially expressed genes (DEGs) were identified. We found that heat-shock response including heat-shock proteins (HSPs) and heat-shock transcription factors (HSFs) are activated in apple specifically in the susceptible response, independent of AvrRpt2EA. Further analysis on the expression progress of 81 DEGs by high-throughput real-time qPCR resulted in the identification of genes that were activated after inoculation with E. amylovora. Hence, a potential role of these genes in the resistance to the pathogen is postulated, including genes coding for enzymes involved in formation of flavonoids and terpenoids, ribosome-inactivating enzymes (RIPs) and a squamosa promoter binding-like (SPL) transcription factor.Entities:
Year: 2021 PMID: 33888770 PMCID: PMC8062453 DOI: 10.1038/s41598-021-88032-x
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Mapping of RNA-seq data.
| Read category | Ea1189 | ZYRKD3-1 | ||||||
|---|---|---|---|---|---|---|---|---|
| 2 hpi | 48 hpi | 2 hpi | 48 hpi | |||||
| Reads | [%] | Reads | [%] | Reads | [%] | Reads | [%] | |
| All obtained | 81.606.040 | 100 | 115.820.750 | 100 | 73.513.950 | 100 | 93.631.410 | 100 |
| Mapped to GD genome | 56.686.940 | 69 | 80.589.354 | 70 | 54.303.092 | 74 | 66.824.347 | 71 |
| Non uniquely mapped1 | 17.699.203 | 22 | 24.009.219 | 21 | 16.687.078 | 23 | 19.616.676 | 21 |
| Cross contig2 | 817.800 | 1 | 1.203.510 | 1 | 765.520 | 1 | 1.023.886 | 1 |
| Singletons3 | 5.030.528 | 6 | 6.392.451 | 6 | 4.052.216 | 6 | 5.138.139 | 5 |
| Resulting reads | 38.987.737 | 48 | 56.580.135 | 49 | 37.616.014 | 51 | 47.207.671 | 50 |
The transcriptome of Mr5 was sequenced at 2 and 48 hpi with the wild type strain Ea1189 and the avrRpt2 deletion mutant strain ZYRKD3-1. Numbers of reads per sample received from RNA-seq after sequencing and mapping with BWA were shown in total and percentage of all obtained reads.
1Number of reads mapped to more than one site of the genome, such reads were excluded from analysis. 2Number of reads with the other end mapped to a different contig. 3Number of reads with itself or its mate unmapped.
Figure 1Scatter plot representing expressed transcripts. A comparison of the transcriptome of Mr5 after inoculation with the wild type strain Ea1189 and the avrRpt2 mutant strain ZYRKD3-1 was done using DESeq software package. The average of normalized read count values, dividing by size factors (base mean) is plotted against the log2 fold change at 2 hpi (left) and 48 hpi (right). Statistically significant differentially expressed genes (DEGs) are depicted as red dots (10% false discovery rate). Figure 1 was created with DESeq R package [vers. 3.0.2].
Figure 2Functional categorization of differentially expressed genes in Mr5 during susceptible and resistant reaction to Erwinia amylovora. The functional categorization of genes (BIN) that were significant differentially expressed (DEGs) was performed by analysis with MapMan. The numbers of genes, which have a increased expression level during resistant reaction (after inoculation with Ea1189) or susceptible reaction (after inoculation with the avrRpt2 deletion mutant ZYRKD3-1), are depicted for each observed functional category. Figure 2 was created with Excel 2016 and PowerPoint 2016.
DEGs categorized to functional groups ‘RNA’, ‘stress’ and ‘secondary metabolism’. All identified differential expressed genes categorized by MapMan to the BINs ‘RNA’, ‘stress’ and ‘secondary metabolism’ are displayed and filtered after their differential expression level, either during resistant reaction (after inoculation with wild type strain Ea1189) or susceptible reaction (after avrRpt2 deletion mutant strain ZYRKD3-1). The functional description of the sub-BIN and the degree of similarity to proteins from A. thaliana is given.
| Gene | Functional description (sub-BIN) | Similarities to proteins from A. thaliana or other plant proteins |
|---|---|---|
| BIN 'RNA' (16), all of them ‘regulation of transcription’ | ||
| MDP0000280307 | Homeobox TF family | AT4G08150***, KNAT1 (KNOTTED-LIKE FROM ARABIDOPSIS THALIANA) |
| MDP0000254847 | Homeobox TF family | AT1G23380**, KNAT6 |
| MDP0000294096 | Homeobox TF family | AT1G23380***, KNAT6 |
| MDP0000737128 | Homeobox TF family | AT5G15150**, HB-3 (HOMEOBOX 3) |
| MDP0000138651 | Homeobox TF family | AT2G22430**, HB6 (HOMEOBOX 6) |
| MDP0000316497 | Homeobox TF family | AT2G46680**, HB-7 (HOMEOBOX 7) |
| MDP0000272542 | Homeobox TF family | AT2G27990***, BLH8 (BEL1-LIKE HOMEODOMAIN 8) |
| MDP0000136226 | Homeobox TF family | AT1G62360***, STM (SHOOT MERISTEMLESS) |
| MDP0000204699 | MYB domain TF family | AT5G15310***, ATMYB16 (MYB DOMAIN PROTEIN 16) |
| MDP0000716457 | MYB domain TF family | AT5G15310***, ATMYB16 (MYB DOMAIN PROTEIN 16) |
| MDP0000944210 | Basic Helix-Loop-Helix family | AT1G72210*** |
| MDP0000160256 | Basic Helix-Loop-Helix family | AT1G72210*** |
| MDP0000212178 | ARR | AT5G62920***, ARR6 (RESPONSE REGULATOR 6) |
| MDP0000136037 | AS2, Lateral Organ Boundaries Gene Family | AT3G02550***, LBD41 (LOB DOMAIN-CONTAINING PROTEIN 41) |
| MDP0000307705 | Chromatin assembly factor group | AT1G04880*** |
| MDP0000827400 | APETALA2/Ethylene-responsive element binding protein family | AP2, no original description |
| BIN 'stress' (9) | ||
| MDP0000184034 | Abiotic, unspecified | AT5G15780** (pollen Ole e 1 allergen and extensin family protein) |
| MDP0000219522 | Abiotic, unspecified | AT5G15780** (pollen Ole e 1 allergen and extensin family protein) |
| MDP0000216647 | Abiotic, unspecified | AT5G15780** (pollen Ole e 1 allergen and extensin family protein) |
| MDP0000165381 | Abiotic, unspecified | AT2G34700** (pollen Ole e 1 allergen and extensin family protein) |
| MDP0000236390 | Abiotic, unspecified | AT3G05950** (germin-like protein) |
| MDP0000937986 | Abiotic, cold | AT5G52300*, LTI65 (LOW-TEMPERATURE-INDUCED 65) |
| MDP0000158507 | Biotic | RICI_RICCO*** (Ricin precursor) |
| MDP0000711911 | Biotic | RICI_RICCO*** (Ricin precursor) |
| MDP00007826421 | Biotic | AT5G38280***, PR5K |
| BIN 'secondary metabolism' (6) | ||
| MDP0000440654 | Flavonoids, dihydroflavonols | AT5G42800****, DFR (DIHYDROFLAVONOL 4-REDUCTASE) |
| MDP0000205617 | Isoprenoids, terpenoids | AT5G23960***, TPS21 (TERPENE SYNTHASE 21) |
| MDP0000120176 | Isoprenoids, terpenoids | AT5G23960***, TPS21 (TERPENE SYNTHASE 21) |
| MDP0000919962 | Isoprenoids, terpenoids | AT5G23960**, TPS21 (TERPENE SYNTHASE 21) |
| MDP0000265187 | Isoprenoids, terpenoids | AT4G15870**, ATTS1 |
| MDP0000128578 | Phenylpropanoids, lignin biosynthesis | AT1G67980**, CCoAMT (caffeoyl-CoA O-methyltransferase) |
| BIN 'RNA' (6) | ||
| MDP0000243895 | Regulation of transcription, Heat-shock TF family | AT2G26150***, HSFA2 |
| MDP0000489886 | Regulation of transcription, Heat-shock TF family | AT2G26150***, HSFA2 |
| MDP0000119199 | Regulation of transcription, Heat-shock TF family | AT3G22830***, HSFA6B |
| MDP0000925901 | Regulation of transcription, Heat-shock TF family | AT3G22830**, HSFA6B |
| MDP0000217497 | Processing splicing | AT1G80070*****, SUS2 (ABNORMAL SUSPENSOR 2) |
| MDP0000122783 | RNA binding | AT5G55550** (RNA recognition motif-containing protein) |
| BIN 'stress' (26) | ||
| MDP0000303430 | Abiotic, heat | AT5G52640*****, HSP90.1 (heat shock protein 90.1) |
| MDP0000254260 | Abiotic, heat | AT5G52640*****, HSP90.1 (heat shock protein 90.1) |
| MDP0000217508 | Abiotic, heat | AT1G74310*****, HSP101 (heat shock protein 101) |
| MDP0000122734 | Abiotic, heat | AT3G12580****, HSP70 (heat shock protein 70) |
| MDP0000265759 | Abiotic, heat | AT1G16030****, HSP70b (heat shock protein 70B) |
| MDP0000290546 | Abiotic, heat | AT2G20560*** (DNAJ heat shock family protein) |
| MDP0000795157 | Abiotic, heat | AT2G20560***, (DNAJ heat shock family protein) |
| MDP0000149486 | Abiotic, heat | AT4G27670**, HSP21 (heat shock protein 21) |
| MDP0000214382 | Abiotic, heat | AT4G27670**, HSP21 (heat shock protein 21) |
| MDP0000166796 | Abiotic, heat | AT2G29500** (17.6 kDa class I small heat shock protein) |
| MDP0000207407 | Abiotic, heat | AT2G29500** (17.6 kDa class I small heat shock protein) |
| MDP0000158520 | Abiotic, heat | AT5G59720**, HSP18.2 (heat shock protein 18.2) |
| MDP0000265157 | Abiotic, heat | AT5G59720**, HSP18.2 (heat shock protein 18.2) |
| MDP0000791550 | Abiotic, heat | AT5G59720**, HSP18.2 (heat shock protein 18.2) |
| MDP0000810697 | Abiotic, heat | AT5G59720**, HSP18.2 (heat shock protein 18.2) |
| MDP0000323296 | Abiotic, heat | AT5G59720**, HSP18.2 (heat shock protein 18.2) |
| MDP0000604702 | Abiotic, heat | AT5G12020**, HSP17.6II (17.6 kDa class II heat shock protein) |
| MDP0000362505 | Abiotic, heat | AT5G12020**, HSP17.6II (17.6 kDa class II heat shock protein) |
| MDP0000700383 | Abiotic, heat | AT5G12020**, HSP17.6II (17.6 kDa class II heat shock protein) |
| MDP0000125300 | Abiotic, heat | AT4G25200**, HSP23.6-MITO (mitochondrion-localized small heat shock protein 23.6) |
| MDP0000291831 | Abiotic, heat | AT5G12030**, HSP17.6A (heat shock protein 17.6A) |
| MDP0000278972 | Abiotic, heat | AT1G56410*, ERD2 (EARLY-RESPONSIVE TO DEHYDRATION 2) |
| MDP0000549793 | Abiotic, heat | AT3G08970***, ATERDJ3A |
| MDP0000915991 | Abiotic, heat | AT2G46240**, BAG6 (BCL-2-ASSOCIATED ATHANOGENE 6) |
| MDP0000644109 | Abiotic | AT5G20150***, SPX1 (SPX DOMAIN GENE 1) |
| MDP0000521048 | Abiotic, unspecified | AT5G20630***, GER3 (GERMIN 3) |
(*) very weakly similar, (**) weakly similar, (***) moderately similar, (****) highly similar, (*****) nearly identical to protein from Arabidopsis thaliana; TF (transcription factor); 1 moderately similar to Thaumatin-like protein 1a precursor (Allergen Mal d 2) from M. domestica.
Figure 3Change of expression of DEGs during resistant reaction. Mr5 plants were inoculated with the avirulent Ea1189 wild type strain and the expression of selected genes was determined by high-throughput real-time qPCR at 1, 2, 4, 12, 24 and 48 hpi. The heat map represents the mean log2 fold change compared to the non-inoculated control. The cluster A contains 28 genes that exhibited induced expression after inoculation as compared to the non-inoculated control whereas 14 genes of cluster B showed a reduced expression. The expression of genes clustered in C was similar to the non-inoculated control. Figure 3 was created using Heatmapper Tool (http://www.heatmapper.ca/expression/) and PowerPoint 2016.
Figure 4Schematic examples of expression patterns of DEGs with high expression levels during resistant reaction obtained by RNA-seq compared to gene expression determined by qPCR. (a) Genome-wide gene expression was measured by RNA-seq to identify genes which are differentially expressed during resistant reaction compared to susceptible reaction. The comparison of expression level between non-inoculated and inoculated condition (avirulent wild type strain Ea1189) reveal the impact on modulation of gene expression (induction, reduction) during resistant response. (b) Gene expression of a set of DEGs with an increased expression during resistant reaction was determined by qPCR at 1, 2, 4, 12, 24 and 48 hpi and the fold change was calculated relatively to the non-inoculated control. The log2 fold change is depicted in the box plot diagram and significant differences to the control were tested by t-test (p-values < 0.01 are marked with **, < 0.001 with ***, ≥ 0.05 with n.s for not significant). Figure 4 was created with Excel 2016 and PowerPoint 2016.