| Literature DB >> 23275872 |
Miguel A Hernández-Prieto1, Verena Schön, Jens Georg, Luísa Barreira, João Varela, Wolfgang R Hess, Matthias E Futschik.
Abstract
Iron is an essential cofactor in many metabolic reactions. Mechanisms controlling iron homeostasis need to respond rapidly to changes in extracellular conditions, but they must also keep the concentration of intracellular iron under strict control to avoid the generation of damaging reactive oxygen species. Due to its role as a redox carrier in photosynthesis, the iron quota in cyanobacteria is about 10 times higher than in model enterobacteria. The molecular details of how such a high quota is regulated are obscure. Here we present experiments that shed light on the iron regulatory system in cyanobacteria. We measured time-resolved changes in gene expression after iron depletion in the cyanobacterium Synechocystis sp. PCC 6803 using a comprehensive microarray platform, monitoring both protein-coding and non-coding transcripts. In total, less than a fifth of all protein-coding genes were differentially expressed during the first 72 hr. Many of these proteins are associated with iron transport, photosynthesis, or ATP synthesis. Comparing our data with three previous studies, we identified a core set of 28 genes involved in iron stress response. Among them were genes important for assimilation of inorganic carbon, suggesting a link between the carbon and iron regulatory networks. Nine of the 28 genes have unknown functions and constitute key targets for further functional analysis. Statistical and clustering analyses identified 10 small RNAs, 62 antisense RNAs, four 5'UTRs, and seven intragenic elements as potential novel components of the iron regulatory network in Synechocystis. Hence, our genome-wide expression profiling indicates an unprecedented complexity in the iron regulatory network of cyanobacteria.Entities:
Keywords: cyanobacteria; expression profiling; iron homeostasis; non-coding RNA; regulation
Mesh:
Substances:
Year: 2012 PMID: 23275872 PMCID: PMC3516471 DOI: 10.1534/g3.112.003863
Source DB: PubMed Journal: G3 (Bethesda) ISSN: 2160-1836 Impact factor: 3.154
The 40 most abundant transcriptional units (besides rRNAs and tRNAs) at standard conditions judged by microarray probe intensity
| Gene ID | Description | Location | Gene/Mean Intensity |
|---|---|---|---|
| SyR5 | Small RNA | Chromosome | 42.67 |
| SRP | 4.5S RNA component of the signal recognition particle | Chromosome | 42.67 |
| NC-396 | Small RNA | Chromosome | 41.98 |
| slr1474-5′UTR | 5′ UTR or part of SRP | Chromosome | 41.91 |
| NC-268 | Small RNA | Chromosome | 41.72 |
| Yfr1 | Small RNA | Chromosome | 41.48 |
| NC-945 | Small RNA | Chromosome | 41.16 |
| NC-162 | Small RNA | Chromosome | 40.91 |
| NC-398 | Small RNA | Chromosome | 40.34 |
| NC-947 | Small RNA | Chromosome | 39.49 |
| sll7075-as1 | Antisense RNA | pSYSA | 38.11 |
| NC-946 | Small RNA | Chromosome | 38.09 |
| NC-666 | Small RNA | Chromosome | 37.13 |
| Leader-2 | CRISPR2 leader | pSYSA | 36.37 |
| NC-144 | Small RNA | Chromosome | 35.95 |
| Spacer9-2 | CRISPR2 crRNA | pSYSA | 34.90 |
| NC-1783 | Small RNA | Chromosome | 33.32 |
| NC-182 | Small RNA | Chromosome | 33.00 |
| NC-247 | Small RNA | Chromosome | 31.32 |
| sll1867 | psbA3 (photosystem II D1 protein) | Chromosome | 30.49 |
| slr1311 | psbA2 (photosystem II D1 protein) | Chromosome | 29.99 |
| Spacer1-2 | CRISPR2 crRNA | pSYSA | 29.67 |
| Spacer2-2 | CRISPR2 crRNA | pSYSA | 29.60 |
| slr1353-0-x | Antisense RNA | Chromosome | 29.10 |
| NC-289 | Small RNA | Chromosome | 29.01 |
| NC-423 | Small RNA | Chromosome | 28.72 |
| us29 | Small RNA or 5′UTR of cmpA | Chromosome | 26.24 |
| NC-1545 | Small RNA | Chromosome | 26.08 |
| NC-14 | Small RNA | Chromosome | 25.62 |
| NC-105 | Small RNA | Chromosome | 25.07 |
| NC-232 | Small RNA | Chromosome | 24.98 |
| NC-128 | Small RNA | Chromosome | 22.98 |
| NC-313 | Small RNA | Chromosome | 22.08 |
| Spacer5-2 | CRISPR2 crRNA | pSYSA | 21.95 |
| NC-690 | Small RNA | Chromosome | 21.83 |
| slr0915 | Putative endonuclease | Chromosome | 21.69 |
| Spacer1-0 | CRISPR2 crRNA | pSYSA | 21.47 |
| Spacer14-2 | CRISPR2 crRNA | pSYSA | 21.07 |
| slr1634 | Hypothetical protein | Chromosome | 20.60 |
| sll1578 | cpcA (phycocyanin alpha subunit) | Chromosome | 20.57 |
| slr1834 | psaA (P700 apoprotein subunit Ia) | Chromosome | 17.93 |
To obtain a measure for relative abundance of genes, the average probe intensity was divided by the mean intensity of all probes.
Figure 1 Growth of Synechocystis cultures in the presence or absence of DFB. (A) Two sets of cultures were grown in quadruplicate, and samples were taken twice per day over five days. The absorbance values measured at 730 nm from each quadruplicate were averaged and plotted against the sampling time (error bars represent the standard deviation). No statistically significant difference was observed for the two growth curves. (B) Absorption spectra of cultures following the addition of DFB to monitor the characteristic shift in the chlorophyll absorbance peak due to the accumulation of IsiA protein in the thylakoid membrane. Spectra were normalized to 1 at their maximum absorbance value while the absorbance value at 700 nm was taken as 0. (C) Northern blots for the detection of transcripts from the isiA locus for isiA mRNA, the isiAB precursor, and its 5′UTR over a period of 72 hr of iron depletion. A strong increase of monocistronic isiA transcript levels within the first 24 hr is apparent. The length of selected marker bands is given to the left.
Figure 2 Main temporal patterns of expression response to iron limitation. Expression profiles of four detected clusters with 688, 664, 550, and 1237 genes are shown (only genes with a cluster membership higher than 0.5 were included). Each line represents the standardized expression changes of a gene with mean equal to 0 and standard deviation equal to 1. Thus, the display expression changes represent the temporal trend rather than real expression changes with respect to the non-stressed sample. The color of the line indicates the cluster membership value assigned by soft clustering, with shades of yellow and red symbolizing lower and higher membership, respectively. Functional categories significantly represented (FDR < 0.2) in each cluster are displayed.
Figure 3 Enrichment analysis of differential gene expression. The heatmaps depict the significance (FDR) for (A) the functional categories from Cyanobase as well as (B) KEGG pathways associated with differential expression upon iron depletion. The results for enrichment analysis of differentially expressed genes (EADEG) are shown on the left side, whereas the results for gene set enrichment analysis (GSEA) are displayed on the right side. Shades of red indicate upregulation; shades of blue indicate downregulation. The bar at the bottom shows the FDR associated with colors. The exact values can be found in Table S2. Functional categories or pathways are displayed if the corresponding FDR is smaller than 0.1 at one time point for EADEG or GSEA.
The 60 most significantly differentially expressed protein-coding genes
| Funtional Subcategory | Gene ID | Gene Name | 3 hr | 12 hr | 24 hr | 48 hr | 72 hr | |
|---|---|---|---|---|---|---|---|---|
| Glutamate family / nitrogen assimilation | ||||||||
| sll1515 | Glutamine synthetase inactivating factor IF17 | −2.63 | −2.64 | −2.66 | −1.32 | −1.13 | 7.79∙10−10 | |
| ssl1911 | Glutamine synthetase inactivating factor IF7 | −3.81 | −3.29 | −3.28 | −1.35 | −1.72 | 2.19∙10−10 | |
| Membranes, lipoproteins, and porins | slr0042 | Probable porin; major outer membrane protein | −3.82 | −3.84 | −4.01 | −3.42 | −3.77 | 3.19∙10−8 |
| Photosystem I | ||||||||
| NADH dehydrogenase | slr1279 | NADH dehydrogenase sub 3 | −1.17 | −1.29 | −1.67 | −2.29 | −2.14 | 2.16∙10−5 |
| sll0223 | NADH dehydrogenase sub 2 | −1.15 | −1.26 | −1.82 | −2.43 | −2.33 | 1.42∙10−6 | |
| sll1732 | NADH dehydrogenase sub 5 | −2.64 | −2.24 | −2.44 | −3.49 | −3.49 | 1.47∙10−6 | |
| sll1733 | NADH dehydrogenase sub 4 | −3.02 | −4.05 | −3.61 | −3.8 | −3.74 | 2.24∙10−9 | |
| Soluble electron carriers | ||||||||
| Regulatory functions | slr1214 | Two-component response regulator PatA subfamily | −2.03 | −3.40 | −1.46 | −2.31 | −2.07 | 2.49∙10−7 |
| Nucleoproteins | ||||||||
| Transport and binding proteins | ||||||||
| slr0044 | Bicarbonate transport system ATP-binding protein | −3.29 | −3.35 | −3.16 | −2.89 | −3.00 | 1.30∙10−7 | |
| slr0040 | Bicarbonate transport system substrate-binding protein | −3.88 | −4.11 | −3.00 | −3.34 | −3.64 | 5.29∙10−8 | |
| slr0043 | Bicarbonate transport system ATP-binding protein | −3.70 | −3.84 | −4.05 | −3.91 | −3.91 | 4.80∙10−10 | |
| slr0041 | Bicarbonate transport system permease protein | −5.22 | −5.33 | −5.07 | −4.68 | −5.00 | 4.91∙10−9 | |
| Other categories | ||||||||
| sll0217 | Flavoprotein | −6.26 | −5.97 | −5.21 | −6.21 | −6.10 | 2.38∙10−8 | |
| sll0219 | Flavoprotein | −5.89 | −6.27 | −5.79 | −5.75 | −6.09 | 6.29∙10−11 | |
| Unknown | ||||||||
| sll1004 | Hypothetical protein | −1.67 | −2.16 | −1.48 | −1.79 | −1.47 | 4.03∙10−5 | |
| sll0788 | Hypothetical protein | −2.32 | −2.16 | −2.26 | −1.70 | −1.35 | 9.66∙10−8 | |
| ssr1528 | Hypothetical protein | −1.83 | −2.11 | −2.32 | −2.32 | −2.06 | 8.32∙10−8 | |
| sll1735 | Hypothetical protein | −2.48 | −2.87 | −1.96 | −2.95 | −2.84 | 3.04∙10−9 | |
| sll1734 | Protein involved in low CO2-inducible | −3.20 | −4.05 | −2.99 | −3.62 | −3.52 | 2.55∙10−9 | |
| slr1513 | Periplasmic protein, function unknown | −3.46 | −4.49 | −3.41 | −5.16 | −4.90 | 1.26∙10−9 | |
| slr1512 | Sodium-dependent bicarbonate transporter | −3.67 | −4.30 | −3.46 | −5.54 | −5.28 | 1.42∙10−9 | |
| sll0218 | Hypothetical protein | −6.35 | −6.51 | −5.84 | −6.32 | −6.47 | 2.70∙10−11 | |
| ssr1038 | Unknown protein | −2.73 | −1.70 | −2.34 | −0.98 | −1.08 | 5.81∙10−7 | |
| slr0476 | Unknown protein | −1.23 | −1.15 | −1.78 | −2.66 | −2.38 | 3.99∙10−8 | |
| sll0266 | Unknown protein | −3.05 | −2.99 | −1.37 | −0.58 | −1.23 | 9.92∙10−7 | |
| slr1667 | Target gene of sycrp1 | −5.75 | −2.55 | −2.69 | −0.08 | −0.21 | 5.74∙10−6 | |
| slr0616 | Unknown protein | −3.57 | −3.56 | −3.15 | −3.51 | −3.40 | 3.53∙10−6 |
Genes whose transcripts accumulated after the addition of DFB are in bold. Genes are ordered based on their functional category classification in Cyanobase.
Figure 4 Heatmap of expression changes for the core set of iron response genes. The 28 genes detected as differentially expressed (absolute log2FC ≥ 0.5 and p < 0.01) in all the experiments analyzed here were hierarchically clustered based on normalized expression values. As reference, expression for the sample grown under normal conditions was taken. Columns represent the different experiments under comparison with following abbreviations: H (Houot ), S (Singh ), SHC (Shcolnick ), and This (the study presented here). The first two columns correspond to expression analysis performed on cultures grown under excess iron while the rest was subjected to iron-limiting conditions (see supporting information, Extended Material and Methods, for details). The level of differential expression is represented by a green to red color gradient, corresponding to genes negatively (green) or positively (red) expressed in relation to the control sample.
Figure 5 Heatmap of expression changes. Differentially expressed transcripts (|log2(FC)| ≥ 1.0 and q < 0.05 in at least one of the time points) were hierarchically clustered: (A) Protein-coding genes, (B) asRNAs, and (C) sRNAs. Rows represent genes, and columns represent the different time points. Red represents an increase in transcript levels, and green represents a decrease in transcript levels upon depletion of iron. No differences in expression correspond to black squares. The associated dendogram shows the relationships between the genes based on their expression, with the length of the branches representing the degree of similarity in expression.
asRNA-mRNAs pairs in which both asRNA and sense gene are differentially expressed
| Log2(FC) | ||||||||
|---|---|---|---|---|---|---|---|---|
| Gene ID | Description | 3 hr | 12 hr | 24 hr | 48 hr | 72 hr | ||
| sll7029 | Hypothetical protein | −1.13 | −1.34 | 0.63 | 0.16 | −0.40 | 3.20∙10−7 | 0.99 |
| sll7029-as1 | −1.38 | −1.52 | −0.56 | −0.85 | −1.13 | 2.42∙10−6 | ||
| sll0174 | Hypothetical protein | −0.84 | −1.06 | −0.09 | −0.06 | −0.52 | 1.04∙10−4 | 0.99 |
| sll0174-as1 | −1.28 | −1.63 | −0.10 | −0.01 | −0.58 | 9.62∙10−5 | ||
| sll1864 | Probable chloride channel protein | −2.02 | −1.48 | −1.50 | 0.17 | −0.23 | 1.24∙10−5 | 0.99 |
| NC5-0-x | −1.43 | −0.79 | −1.09 | 0.87 | 0.31 | 6.51∙10−5 | ||
| slr0304 | Hypothetical protein | −1.44 | −1.57 | −0.53 | −0.38 | −0.68 | 4.90∙10−7 | 0.99 |
| slr0304-as1 | −1.46 | −1.53 | −0.62 | −0.60 | −0.90 | 4.25∙10−6 | ||
| slr0593 | cAMP binding membrane protein | −1.32 | −1.35 | −0.48 | −0.02 | −0.60 | 1.76∙10−6 | 0.99 |
| slr0593-as1 | −2.09 | −1.95 | −0.94 | 0.04 | −1.09 | 9.62∙10−4 | ||
| sll0640 | Probable sodium/sulfate symporter | −1.20 | −1.24 | −0.28 | −0.08 | −0.84 | 1.18∙10−7 | 0.99 |
| sll0640-as4 | −1.91 | −1.99 | −0.32 | −0.09 | −0.98 | 4.21∙10−5 | ||
| slr1293 | Similar to phytoene dehydrogenase | −1.27 | −1.65 | 0.16 | 0.36 | −0.16 | 2.78∙10−8 | 0.98 |
| slr1293-as1 | −1.21 | −1.27 | −0.40 | −0.22 | −0.70 | 8.39∙10−6 | ||
| sll0095 | Hypothetical protein | −1.70 | −1.60 | 0.12 | 0.17 | −0.60 | 5.88∙10−5 | 0.98 |
| sll0095-as1 | −1.34 | −1.28 | 0.19 | −0.17 | −0.46 | 2.31∙10−6 | ||
| slr0415 | Na+/H+ antiporter | −1.02 | −1.15 | −0.04 | 0.10 | −0.46 | 1.65∙10−4 | 0.97 |
| slr0415-as3 | −1.49 | −1.35 | −0.63 | −0.62 | −1.07 | 5.37∙10−7 | ||
| slr0727 | Unknown protein | −1.32 | −1.37 | 0.34 | 0.01 | −0.42 | 1.13∙10−5 | 0.97 |
| slr0727-as1 | −1.38 | −1.50 | −0.05 | 0.17 | −0.62 | 2.60∙10−4 | ||
| sll1276 | ATP-binding protein of ABC transporter | −0.68 | −0.79 | 0.98 | 1.09 | 0.65 | 1.74∙10−4 | 0.97 |
| sll1276-as2 | −1.04 | −1.08 | 0.43 | 0.38 | −0.34 | 1.21∙10−5 | ||
| slr1944 | Periplasmic protein, function unknown | −1.10 | −1.20 | 0.62 | 0.18 | −0.41 | 3.68∙10−7 | 0.94 |
| slr1944-as2 | −1.57 | −1.69 | −0.35 | −0.10 | −0.81 | 3.45∙10−5 | ||
| slr0488 | Virulence factor MviN homolog | −1.64 | −1.67 | −0.43 | −0.29 | −1.37 | 8.68∙10−7 | 0.93 |
| slr0488-as1 | −1.21 | −1.14 | 0.38 | 0.25 | −0.27 | 3.16∙10−4 | ||
| slr1462 | Hypothetical protein | −1.27 | −0.99 | 0.10 | −0.09 | −0.30 | 4.23∙10−6 | 0.93 |
| slr1462-as2 | −1.36 | −1.38 | −0.43 | −0.08 | −0.54 | 7.26∙10−6 | ||
| slr1529 | Nitrogen assimilation regulatory protein | −0.74 | −1.17 | −0.07 | −0.35 | −0.67 | 3.29∙10−6 | 0.92 |
| slr1529-as1 | −1.73 | −1.73 | 0.22 | −0.18 | −0.89 | 1.16∙10−4 | ||
| slr1691 | gln-Dependent NAD(+) synthetase | −1.25 | −1.29 | −0.21 | 0.17 | −0.60 | 4.71∙10−8 | 0.92 |
| slr1691-as2 | −1.08 | −0.94 | −0.51 | −0.18 | −0.94 | 3.00∙10−5 | ||
| slr1968 | Unknown protein | −2.23 | −2.23 | −0.66 | −0.50 | −1.43 | 4.75∙10−7 | 0.89 |
| slr1968-as3 | −1.21 | −1.07 | −0.06 | −0.17 | −0.11 | 4.35∙10−6 | ||
| slr1403 | Unknown protein | −1.09 | −1.18 | 0.37 | 0.04 | −0.36 | 2.08∙10−6 | 0.87 |
| slr1403-as6 | −1.55 | −1.52 | −0.62 | −0.01 | −0.78 | 1.06∙10−4 | ||
| slr1254 | Phytoene dehydrogenase | 0.25 | −0.62 | 1.21 | 0.71 | 0.46 | 1.61∙10−4 | 0.86 |
| slr1254-as1 | −1.16 | −1.07 | 0.28 | −0.04 | −0.51 | 1.38∙10−5 | ||
| slr0359 | Hypothetical protein | −1.36 | −1.05 | −0.50 | −0.03 | −0.37 | 6.91∙10−6 | 0.81 |
| slr0359-as2 | −1.09 | −1.11 | 0.07 | 0.03 | −0.72 | 6.65∙10−4 | ||
| sll1200 | Hypothetical protein | −1.17 | −1.24 | −0.54 | −0.51 | −0.93 | 1.77∙10−5 | 0.74 |
| sll1200-as2 | −1.20 | −1.12 | −0.34 | −0.67 | −0.36 | 5.43∙10−5 | ||
| sll1612 | Folylpolyglutamate synthase | −1.31 | −0.38 | −0.02 | −0.34 | −0.67 | 0.007 | 0.74 |
| sll1612-as1 | −2.23 | −1.92 | −0.75 | −0.52 | −1.25 | 4.41∙10−4 | ||
| ssr1558 | Hypothetical protein | −1.00 | −0.70 | 0.21 | 0.31 | 0.08 | 0.003 | 0.66 |
| ssr1558-as1 | −0.24 | −0.35 | 1.05 | 0.31 | −0.20 | 1.19∙10−4 | ||
| sll1515 | gln Synthetase inactivating factor IF17 | −2.63 | −2.64 | −2.66 | −1.32 | −1.13 | 7.79∙10−10 | 0.54 |
| sll1515-as6 | −1.19 | −1.02 | −0.07 | −0.14 | −0.31 | 0.004 | ||
| sll0898 | Hypothetical protein | 0.44 | 0.67 | 0.65 | 0.49 | 1.12 | 2.84∙10−5 | 0.51 |
| sll0898-as1 | −2.31 | −1.35 | −1.70 | −0.71 | −0.79 | 9.93∙10−8 | ||
| slr1704 | Hypothetical protein | −0.69 | −0.76 | −1.08 | 0.20 | 0.06 | 1.06∙10−5 | 0.49 |
| slr1704-as2 | −2.29 | −2.27 | −0.90 | −0.29 | −1.29 | 1.87∙10−6 | ||
| sll1319 | Hypothetical protein | −2.12 | −2.19 | −1.11 | −0.32 | −0.91 | 9.84∙10−6 | 0.43 |
| sll1319-as1 | −1.19 | −0.84 | −1.21 | −0.72 | −0.09 | 2.45∙10−7 | ||
| sll0830 | Elongation factor EF-G | −1.02 | −0.44 | −0.49 | −0.10 | −0.23 | 0.001 | 0.42 |
| sll0830-as1 | −1.14 | −1.13 | 0.47 | 0.01 | −0.82 | 1.53∙10−7 | ||
| slr2132 | Phosphotransacetylase | −2.35 | −2.14 | 0.00 | −0.23 | −0.85 | 2.58∙10−6 | 0.38 |
| slr2132-as8 | −1.04 | −0.84 | −1.02 | −0.56 | −0.71 | 1.70∙10−4 | ||
| sll1878 | Iron(III)-transport ATP-binding protein | 1.53 | 2.15 | 1.98 | 2.29 | 2.60 | 1.42∙10−7 | 0.37 |
| sll1878-as2 | −0.90 | −1.10 | 0.66 | 0.73 | −0.07 | 1.37∙10−4 | ||
| slr1392 | Ferrous iron transport protein B | 1.12 | 2.80 | 2.12 | 2.74 | 2.96 | 9.97∙10−9 | 0.33 |
| slr1392-as1 | −1.82 | −1.96 | −0.46 | −0.17 | −0.95 | 4.24∙10−5 | ||
| sll1206 | Ferric aerobactin receptor, FhuA homolog | 3.08 | 5.18 | 4.74 | 5.56 | 5.73 | 1.98∙10−10 | 0.25 |
| sll1206-as1 | −1.52 | −1.76 | −0.53 | −0.86 | −1.21 | 1.30∙10−5 | ||
| ssl0294 | Hypothetical protein | 0.39 | 0.73 | 0.33 | 0.84 | 1.16 | 5.59∙10−6 | 0.24 |
| ssl0294-as1 | −1.11 | −1.00 | −0.33 | −0.25 | −0.53 | 7.66∙10−4 | ||
| slr1929 | Type 4 pilin-like protein | −0.02 | 0.71 | −0.04 | 1.17 | 1.50 | 9.25∙10−5 | 0.01 |
| slr1929-as1 | −1.31 | −1.36 | 0.22 | −0.31 | −0.60 | 3.16∙10−7 | ||
| slr0144 | Hypothetical protein | −0.71 | −0.19 | −1.59 | 0.18 | 0.53 | 3.37∙10−4 | 0.001 |
| slr0144-as1 | 1.50 | 1.29 | 0.90 | 0.96 | 1.02 | 9.61∙10−5 | ||
| slr0898 | Ferredoxin-nitrite reductase | 2.53 | 1.88 | 2.94 | 1.29 | 2.20 | 2.20∙10−8 | −0.21 |
| slr0898-as1 | −1.28 | −1.40 | −0.23 | 0.12 | −0.57 | 6.49∙10−6 | ||
| slr1512 | Sodium-dependent bicarbonate transporter | −3.67 | −4.30 | −3.46 | −5.54 | −5.28 | 1.42∙10−9 | −0.22 |
| slr1512-as1 | −1.41 | −1.51 | 0.10 | 0.01 | −0.74 | 3.60∙10−7 | ||
| slr0007 | Probable sugar-phosphate nucleotidyltransferase | −1.07 | −0.92 | −0.97 | −1.57 | −1.62 | 6.41∙10−7 | −0.31 |
| slr0007-as1 | −1.01 | −1.11 | −0.35 | −0.48 | −0.76 | 5.60∙10−7 | ||
| sll1744 | 50S ribosomal protein L1 | 0.71 | 0.85 | 0.35 | 0.33 | 1.06 | 3.76∙10−7 | −0.32 |
| rpl1-1-x | 0.07 | −0.16 | −0.06 | −1.09 | −1.62 | 4.20∙10−7 | ||
| sll0518 | Unknown protein | 1.12 | 0.64 | 0.65 | 0.06 | 0.18 | 1.57∙10−5 | −0.33 |
| sll0518-as1 | −0.82 | −1.25 | −0.25 | −0.35 | −0.76 | 4.61∙10−5 | ||
| slr0474 | Regulator for phytochrome 1 (Cph1) | 0.45 | 0.90 | −0.66 | 1.46 | 1.57 | 3.19∙10−8 | −0.35 |
| slr0474-as1 | −0.85 | −1.32 | −0.13 | −0.12 | −1.00 | 5.24∙10−6 | ||
| slr0993 | Putative peptidase | 1.21 | 1.02 | 0.83 | −0.38 | −0.26 | 3.73∙10−5 | −0.44 |
| slr0993-as4 | −0.99 | −1.04 | 0.30 | −0.12 | −0.43 | 3.29∙10−7 | ||
| slr1908 | Probable porin; major outer membrane protein | 1.13 | 1.21 | 0.89 | 0.64 | 0.34 | 2.65∙10−7 | −0.46 |
| slr1908-as1 | −1.44 | −1.26 | 0.28 | −0.24 | −0.69 | 1.01∙10−6 | ||
| slr0559 | ABC transporter for natural amino acids | 1.05 | 0.47 | 0.57 | 0.04 | 0.07 | 6.07∙10−6 | −0.49 |
| slr0559-as1 | −1.62 | −1.70 | −1.09 | −1.18 | −1.33 | 2.12∙10−6 | ||
| sll1043 | Polyribonucleotide nucleotidyltransferase | 0.93 | 1.12 | 0.80 | 0.95 | 1.29 | 4.94∙10−7 | −0.53 |
| sll1043-as3 | −1.31 | −1.30 | 0.54 | −0.06 | −0.70 | 4.18∙10−7 | ||
| sll0217 | Flavoprotein | −6.26 | −5.97 | −5.21 | −6.21 | −6.10 | 2.38∙10−8 | −0.56 |
| sll0217-as2-0 | 0.98 | 1.17 | 0.86 | 1.06 | 1.29 | 4.44∙10−7 | ||
| slr0848 | Hypothetical protein | 1.09 | 0.96 | 0.59 | 0.26 | 0.27 | 2.99∙10−7 | −0.58 |
| slr0848-0-x | −0.99 | −1.13 | −0.30 | −0.46 | −0.87 | 1.11∙10−5 | ||
| slr1318 | Iron(III) dicitrate transport system ATP-binding protein | 0.32 | 1.70 | 1.18 | 1.55 | 1.39 | 5.44∙10−8 | −0.63 |
| slr1318-as1 | −0.57 | −1.11 | −0.52 | −0.67 | −0.94 | 8.30∙10−6 | ||
| sll0374 | Urea transport system ATP-binding protein | 1.11 | 0.90 | 0.75 | 0.10 | 0.09 | 7.28∙10−7 | −0.64 |
| sll0374-as2 | −1.05 | −0.89 | −0.19 | −0.41 | −0.45 | 2.11∙10−4 | ||
| sll1119 | Hypothetical protein | 1.50 | 0.84 | 0.62 | 0.11 | 0.68 | 3.64∙10−7 | −0.69 |
| sll1119-as4 | −1.23 | −1.36 | 0.17 | −0.19 | −0.63 | 7.02∙10−7 | ||
| slr0585 | Argininosuccinate synthetase | 1.65 | 1.39 | 1.03 | 0.44 | 0.76 | 2.25∙10−6 | −0.74 |
| slr0585-as3 | −1.71 | −1.76 | 0.34 | −0.10 | −0.78 | 1.11∙10−5 | ||
| sll0083 | Phosphoheptose isomerase | 1.07 | 0.84 | 0.56 | −0.07 | −0.02 | 2.09∙10−5 | −0.78 |
| sll0083-as1 | −1.13 | −1.03 | −0.13 | −0.20 | −0.42 | 1.37∙10−6 | ||
| ssl3177 | Hypothetical protein | 1.05 | 0.93 | 0.76 | 0.14 | 0.55 | 3.01∙10−6 | −0.78 |
| ssl3177-as1 | −1.09 | −1.04 | −0.01 | 0.02 | −0.49 | 2.58∙10−5 | ||
| sll1070 | Transketolase | 1.59 | 1.22 | 0.92 | 0.67 | 0.76 | 1.00∙10−5 | −0.81 |
| tktA-as2-0-x | −1.36 | −1.21 | −0.33 | −0.43 | −0.89 | 5.16∙10−5 | ||
| slr1020 | Sulfolipid biosynthesis protein SqdB | 1.09 | 0.81 | 0.48 | 0.30 | 0.29 | 9.50∙10−6 | −0.82 |
| slr1020-as1 | −1.75 | −1.64 | −0.46 | −0.51 | −1.08 | 1.67∙10−4 | ||
| sll1723 | Probable glycosyltransferase | −1.80 | −1.84 | −0.31 | 0.03 | −0.86 | 3.32∙10−7 | −0.83 |
| sll1723-as1 | 1.01 | 0.64 | 0.25 | −0.23 | −0.17 | 1.58∙10−6 | ||
| sll1130 | Unknown protein | 1.22 | 1.06 | 0.59 | 0.31 | 0.48 | 9.54∙10−7 | −0.89 |
| sll1130-as1 | −1.15 | −1.03 | −0.27 | −0.06 | −0.72 | 8.91∙10−4 | ||
| sll1330 | Two-component system response regulator OmpR subfamily | 1.09 | 1.20 | 0.42 | −0.18 | 0.42 | 3.37∙10−7 | −0.89 |
| sll1330-as1 | −1.34 | −1.35 | −0.41 | −0.42 | −0.40 | 1.09∙10−4 | ||
| ssr1375 | Hypothetical protein | 0.45 | 0.89 | −1.13 | −0.47 | −0.07 | 7.81∙10−7 | −0.92 |
| ssr1375-as1 | −0.96 | −1.23 | −0.42 | −0.43 | −0.53 | 5.63∙10−6 | ||
| slr1280 | NADH dehydrogenase subunit NdhK | −0.90 | −1.03 | −1.27 | −1.64 | −1.54 | 2.35∙10−5 | −0.94 |
| slr1280-as1 | −1.16 | −1.17 | −0.41 | 0.02 | −0.41 | 1.71∙10−5 | ||
| slr0534 | Probable transglycosylase | 1.02 | 1.04 | 0.56 | 0.59 | 0.55 | 6.57∙10−4 | −0.97 |
| slr0534-as5 | −1.80 | −1.90 | −0.52 | −0.48 | −0.83 | 2.59∙10−7 | ||
| sll0247 | Iron-stress induced protein A, IsiA | 2.52 | 5.99 | 5.53 | 6.14 | 6.15 | 2.19∙10−7 | −1.00 |
| sll0247-as2 | −1.06 | −7.04 | −5.93 | −6.61 | −6.89 | 1.98∙10−10 | ||
Log2 fold changes with respect to time 0 hr and the significance of differential expression (q-value) are shown. For each pair, the Pearson correlation coefficient r for the expression is also listed.
Figure 6 Classification of asRNA-mRNA pairs based on their expression correlation. (Top) Heatmaps obtained as result of hierarchically clustering the asRNA-mRNA pairs. Class I includes pairs with a correlation coefficient r > 0.5, class II includes pairs with 0.5 > r > −0.5, and class III includes pairs with r < −0.5. (Bottom) Scatter plots depicting the log2(FC) for the mRNA on the x-axis and the complementary asRNA on the y-axis at 3 hr (black dots) and 72 hr (red dots).
sRNAs whose expressions are highly correlated with isiA expression over the time series
| Upregulated, Log2(FC) | ||||||
|---|---|---|---|---|---|---|
| Gene ID | 3 hr | 12 hr | 24 hr | 48 hr | 72 hr | |
| NC-181 | 1.52 | 3.31 | 3.52 | 3.72 | 3.74 | 5.09∙10−8 |
| NC-1321 | 0.40 | 1.35 | 1.02 | 1.53 | 1.66 | 5.42∙10−6 |
| NC-265 | 0.27 | 0.48 | 0.48 | 1.39 | 1.51 | 0.002 |
| NC-350 | 0.36 | 1.04 | 0.41 | 0.82 | 1.49 | 5.13∙10−7 |
| Downregulated, Log2(FC) | ||||||
| Gene ID | 3 hr | 12 hr | 24 hr | 48 hr | 72 hr | |
| NC-117 | −0.07 | −0.90 | −1.14 | −0.50 | −0.95 | 5.56∙10−4 |
| NC-1606 | −0.13 | −1.05 | −0.43 | −1.06 | −1.10 | 1.03∙10−5 |
| NC-981 | −0.40 | −1.10 | −0.48 | −0.75 | −0.57 | 6.84∙10−6 |
| NC-1637 | 0.20 | −0.59 | −0.54 | −1.12 | −1.13 | 6.60∙10−7 |
| NC-29 | −0.69 | −1.10 | −1.79 | −0.65 | −1.04 | 7.26∙10−7 |
| NC-954 | −0.22 | −0.74 | −0.37 | −1.37 | −1.20 | 4.43∙10−4 |
Spearman correlation coefficient larger than 0.7 in absolute value.
Figure 7 Northern blots confirming sRNAs inducibility by iron depletion over a period of 72 hr. Equal loading was verified by a control hybridization for the RNase P RNA (rnpB). For NC-350, the length of the selected marker bands is given to the right.
Figure 8 Expression data mapped onto the KEGG pathway network. Protein-coding genes (circular nodes) differentially expressed under iron-limiting conditions were linked to their associated KEGG pathways. Genes are colored based on the expression level after 48 hr from the addition of DFB according the displayed color bar. Antisense RNAs (diamond shapes) differentially expressed were linked to the corresponding complementary gene. The whole network is displayed in (A). The yellow rectangle marks the part that is enlarged in (B) and includes carbon fixation, nitrogen reduction, and the photosynthesis systems. HCO3−, NO3−, NO2−, N2O, and NH3 metabolites are shown in (B) to highlight pathways discussed in the main text.