| Literature DB >> 31062025 |
Dorett I Odoni1, Marta Vazquez-Vilar1, Merlijn P van Gaal1, Tom Schonewille1, Vitor A P Martins Dos Santos1, Juan Antonio Tamayo-Ramos1,2, Maria Suarez-Diez1, Peter J Schaap1.
Abstract
Currently, there is no consensus regarding the mechanism underlying Aspergillus niger citrate biosynthesis and secretion. We hypothesise that depending on the experimental setup, extracellular citrate accumulation can have fundamentally different underlying transcriptomic landscapes. We show that varying the amount and type of supplement of an arginine auxotrophic A. niger strain results in transcriptional down-regulation of citrate metabolising enzymes in the condition in which more citrate is accumulated extracellularly. This contrasts with the transcriptional adaptations when increased citrate production is triggered by iron limitation. By combining gene expression data obtained from these two very distinct experimental setups with hidden Markov models and transporter homology approaches, we were able to compile a shortlist of the most likely citrate transporter candidates. Two candidates (An17g01710 and An09g06720m.01) were heterologously expressed in the yeast Saccharomyces cerevisiae, and one of the resultant mutants showed the ability to secrete citrate. Our findings provide steps in untangling the complex interplay of different mechanisms underlying A. niger citrate accumulation, and we demonstrate how a comparative transcriptomics approach complemented with further bioinformatics analyses can be used to pinpoint a fungal citrate exporter. © FEMS 2019.Entities:
Keywords: zzm321990 Aspergillus nigerzzm321990 ; MDR; citrate; homology; transcriptomics; transport
Mesh:
Substances:
Year: 2019 PMID: 31062025 PMCID: PMC6502548 DOI: 10.1093/femsle/fnz071
Source DB: PubMed Journal: FEMS Microbiol Lett ISSN: 0378-1097 Impact factor: 2.742
Final biomass and citrate yields of A. niger NW305 and NW186 grown with varying iron concentrations and/or different supplements in the medium.
| Experiment | Strain | Fe | Suppl | Final biomass (g) | Citrate yield | |
|---|---|---|---|---|---|---|
| (g·g−1 biomass) | (g·g−1 substrate) | |||||
| Iron | NW305 | ++ | a | 0.35 ± 0.02 | 0.67 ± 0.07 | 0.02 ± 0.002 |
| Iron | NW305 | − | a | 0.19 ± 0.02 | 4.92 ± 0.35 | 0.11 ± 0.002 |
| Iron | NW186 | − | a | 0.22 ± 1e−03 | 21.88 ± 1.51 | 0.46 ± 0.02 |
| Supplement | NW186 | + | a | 1.87 ± 0.04 | 1.80 ± 0.14 | 0.17 ± 0.03 |
| Supplement | NW186 | + | c | 3.96 ± 0.09 | 2.98 ± 0.35 | 0.31 ± 0.03 |
Suppl: supplement, with a = arginine, c = citrulline
Figure 1.Differences in total citrate yields and production rates on glucose as carbon source. Aspergillus niger strains NW186 and NW305 were either grown without addition of iron (circles), or varying amounts of Fe(II)SO4 (triangles = 1 g·L−1, squares = 10 g·L−1) and supplemented with either arginine (filled symbols) or excess citrulline (empty symbols). Sample points for RNA extraction (t = 48 h) are marked in orange. Measurement points were taken once every 24 h and show the average of two biological replicates. Note that glucose consumption, rather than time, is plotted on the x-axis.
RNA seq mapping and differential expression analysis.
| NW186 + Fe arginine | NW186 + Fe citrulline | ||
|---|---|---|---|
| # Reads after QC filtering | 42 029 453 (1) | 30 895 435 (1) | |
| 49 141 964 (2) | 68 512 663 (2) | ||
| Uniquely mapped reads | 85.16% (1) | 57.87% (1) | |
| (against ATCC 1015 CDS) | 68.80% (2) | 68.27% (2) | |
| # Genes expressed (CPM ≥ 1) | 9620 | 9705 | |
| # Genes differentially expressed, log2FC threshold ≥ 0.58 (FDR ≤ 0.05) | 2385 | ||
| # EC covered (mapped to KEGG pathways) | 466 | ||
| # EC differentially expressed, log2FC threshold ≥ 0.58 (FDR ≤ 0.05) | 173 |
Figure 2.Differential expression of genes encoding enzymes involved in A. niger citrate metabolism. Enzymes and pathways are colour coded according to their transcriptional changes in the iron and supplement experiments. Red colour indicates higher expression in the condition with higher citrate production compared to the condition that had a lower citrate per glucose production (++Fe in the iron experiment), or total citrate production (arginine in the supplement experiment). Similarly, blue indicates lower expression in the conditions with either a higher citrate per glucose yield, or higher total citrate production. Grey indicates no significant (FDR ≤ 0.05 and log2FC ≥ 0.58) changes in expression. Abbreviations: SB = siderophore biosynthesis, oa = oxaloacetate, AOX = alternative oxidase (Aox1). Figure adapted from Odoni et al. (2017).
Shortlist of average nucleotide coverage and log2 fold-changes of putative A. niger citrate exporter candidates found by the different approaches mentioned (Supplementary Data 4, Supporting Information; sheet ‘all_sorted’).
| proteinId | tmhmm | NW305 -Fe_a | NW186 -Fe_a | log2FC | FDR | NW186 +Fe_a | NW186 +Fe_c | log2FC | FDR | NW305 -Fe_a | NW305 ++Fe_a | log2FC | FDR |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1165828 | 12 | 14.61 ± 0.99 | 139.89 ± 22.45 | 3.42 | 0.00 | 34.03 ± 1.52 | 350.11 ± 111.78 | 3.30 | 0.00 | 14.61 ± 0.99 | 4.73 ± 0.46 | −1.75 | 0.00 |
| 1186388 | 14 | 22.65 ± 1.00 | 64.92 ± 2.47 | 1.67 | 0.00 | 70.22 ± 5.08 | 250.45 ± 19.01 | 1.78 | 0.00 | 22.65 ± 1.00 | 6.90 ± 0.82 | −1.88 | 0.00 |
| 212337 | 4 | 52.79 ± 7.20 | 123.91 ± 0.68 | 1.44 | 0.00 | 34.70 ± 1.91 | 116.80 ± 16.22 | 1.66 | 0.00 | 52.79 ± 7.20 | 41.65 ± 2.17 | −0.44 | 0.48 |
| 1187835 | 12 | 24.73 ± 0.33 | 53.79 ± 6.51 | 1.26 | 0.00 | 87.03 ± 8.32 | 109.85 ± 46.96 | 0.27 | 0.89 | 24.73 ± 0.33 | 9.74 ± 1.07 | −1.51 | 0.00 |
| 1155853 | 5 | 62.05 ± 1.00 | 132.17 ± 18.17 | 1.23 | 0.00 | 61.63 ± 2.29 | 108.63 ± 3.11 | 0.77 | 0.05 | 62.05 ± 1.00 | 61.59 ± 6.45 | −0.16 | 0.85 |
| 1105147 | 14 | 202.52 ± 38.35 | 407.77 ± 8.54 | 1.15 | 0.01 | 34.77 ± 2.66 | 377.25 ± 25.34 | 3.42 | 0.00 | 202.52 ± 38.35 | 2.88 ± 0.05 | −6.32 | 0.00 |
| 1120210 | 7 | 76.98 ± 1.19 | 110.49 ± 2.48 | 0.66 | 0.28 | 55.93 ± 0.80 | 65.12 ± 9.50 | 0.16 | 0.93 | 76.98 ± 1.19 | 73.30 ± 2.75 | −0.24 | 0.75 |
| 1178251 | 5 | 1.77 ± 0.11 | 2.25 ± 0.34 | 0.62 | 0.55 | 1.34 ± 0.12 | 1.07 ± 0.15 | −0.37 | 0.76 | 1.77 ± 0.11 | 2.69 ± 0.11 | 0.51 | 0.44 |
| 1137850 | 0 | 88.34 ± 5.03 | 118.68 ± 1.26 | 0.58 | 0.43 | 51.68 ± 4.67 | 219.35 ± 35.84 | 2.03 | 0.00 | 88.34 ± 5.03 | 26.41 ± 1.27 | −1.91 | 0.00 |
| 1126790 | 1 | 37.23 ± 1.28 | 47.80 ± 1.56 | 0.53 | 0.52 | 54.66 ± 1.84 | 26.97 ± 3.30 | −1.07 | 0.00 | 37.23 ± 1.28 | 55.51 ± 1.16 | 0.44 | 0.46 |
| 1141368 | 0 | 283.79 ± 3.09 | 367.47 ± 40.06 | 0.52 | 0.55 | 350.33 ± 11.21 | 420.75 ± 115.76 | 0.20 | 0.91 | 283.79 ± 3.09 | 254.87 ± 14.52 | −0.33 | 0.63 |
| 1164596 | 4 | 196.19 ± 1.18 | 249.19 ± 20.70 | 0.50 | 0.59 | 75.44 ± 5.94 | 113.96 ± 9.73 | 0.53 | 0.41 | 196.19 ± 1.18 | 148.70 ± 9.82 | −0.56 | 0.28 |
| 1146389 | 1 | 108.54 ± 4.88 | 138.31 ± 19.36 | 0.50 | 0.59 | 116.63 ± 2.51 | 186.06 ± 4.83 | 0.63 | 0.21 | 108.54 ± 4.88 | 108.48 ± 6.72 | −0.15 | 0.86 |
| 1082759 | 1 | 87.33 ± 5.64 | 99.05 ± 0.51 | 0.34 | 0.81 | 64.14 ± 0.23 | 68.81 ± 11.91 | 0.05 | 0.98 | 87.33 ± 5.64 | 58.61 ± 6.89 | −0.72 | 0.11 |
| 1125366 | 4 | 132.02 ± 17.77 | 146.93 ± 8.62 | 0.31 | 0.84 | 37.41 ± 1.48 | 109.57 ± 0.12 | 1.50 | 0.00 | 132.02 ± 17.77 | 75.85 ± 6.71 | −0.92 | 0.02 |
| 1019516 | 2 | 144.19 ± 12.89 | 161.84 ± 26.21 | 0.31 | 0.85 | 192.89 ± 0.71 | 218.35 ± 9.92 | 0.12 | 0.95 | 144.19 ± 12.89 | 135.13 ± 13.09 | −0.23 | 0.76 |
| 1104917 | 0 | 188.49 ± 34.04 | 207.27 ± 13.58 | 0.30 | 0.86 | 273.96 ± 4.26 | 290.30 ± 37.78 | 0.02 | 0.99 | 188.49 ± 34.04 | 106.56 ± 2.73 | −0.97 | 0.02 |
| 1121445 | 11 | 57.61 ± 1.74 | 63.01 ± 2.36 | 0.28 | 0.87 | 72.90 ± 0.47 | 104.82 ± 12.52 | 0.46 | 0.54 | 57.61 ± 1.74 | 37.15 ± 4.55 | −0.80 | 0.05 |
| 40744 | 3 | 34.08 ± 1.51 | 37.29 ± 3.56 | 0.27 | 0.88 | 132.37 ± 11.64 | 40.86 ± 6.76 | −1.76 | 0.00 | 34.08 ± 1.51 | 82.38 ± 0.63 | 1.11 | 0.00 |
| 1178940 | 0 | 194.27 ± 13.70 | 213.06 ± 21.16 | 0.27 | 0.88 | 664.99 ± 5.60 | 612.42 ± 39.79 | −0.16 | 0.93 | 194.27 ± 13.70 | 393.00 ± 37.13 | 0.85 | 0.05 |
| 1113466 | 2 | 338.24 ± 10.36 | 365.49 ± 48.70 | 0.24 | 0.91 | 455.53 ± 13.84 | 401.65 ± 53.28 | −0.24 | 0.88 | 338.24 ± 10.36 | 423.61 ± 7.25 | 0.12 | 0.89 |
| 1156700 | 5 | 98.40 ± 3.12 | 101.76 ± 3.19 | 0.20 | 0.93 | 434.89 ± 16.18 | 257.81 ± 44.29 | −0.80 | 0.07 | 98.40 ± 3.12 | 225.43 ± 20.94 | 1.03 | 0.00 |
| 1165578 | 12 | 110.33 ± 11.86 | 112.62 ± 0.55 | 0.19 | 0.94 | 107.22 ± 2.38 | 158.33 ± 12.11 | 0.51 | 0.44 | 110.33 ± 11.86 | 53.59 ± 0.79 | −1.20 | 0.00 |
| 1120082 | 5 | 146.10 ± 6.70 | 142.51 ± 2.09 | 0.13 | 0.96 | 149.21 ± 1.74 | 172.49 ± 17.22 | 0.16 | 0.93 | 146.10 ± 6.70 | 142.19 ± 0.58 | −0.18 | 0.82 |
| 1121621 | 12 | 509.21 ± 69.19 | 497.06 ± 41.68 | 0.13 | 0.96 | 287.69 ± 2.48 | 366.00 ± 34.79 | 0.29 | 0.82 | 509.21 ± 69.19 | 503.96 ± 74.66 | −0.18 | 0.83 |
| 1147788 | 5 | 82.76 ± 8.14 | 76.08 ± 3.74 | 0.06 | 0.99 | 93.44 ± 3.39 | 136.89 ± 28.41 | 0.51 | 0.50 | 82.76 ± 8.14 | 72.84 ± 1.82 | −0.34 | 0.62 |
| 1092996 | 4 | 108.82 ± 13.42 | 100.63 ± 3.30 | 0.04 | 0.99 | 103.47 ± 3.68 | 121.62 ± 8.56 | 0.18 | 0.92 | 108.82 ± 13.42 | 92.85 ± 0.01 | −0.39 | 0.54 |
| 1163349 | 0 | 29.36 ± 1.78 | 26.80 ± 1.03 | 0.02 | 0.99 | 35.36 ± 1.44 | 32.46 ± 1.63 | −0.17 | 0.93 | 29.36 ± 1.78 | 27.31 ± 0.94 | −0.27 | 0.71 |
| 1141295 | 2 | 197.00 ± 8.52 | 180.50 ± 1.00 | 0.01 | 1.00 | 112.86 ± 4.46 | 136.16 ± 7.77 | 0.20 | 0.91 | 197.00 ± 8.52 | 150.75 ± 3.28 | −0.55 | 0.29 |
| 1103501 | 14 | 140.87 ± 5.80 | 128.08 ± 13.18 | 0.01 | 1.00 | 96.46 ± 6.34 | 206.50 ± 33.35 | 1.05 | 0.00 | 140.87 ± 5.80 | 3.30 ± 0.06 | −5.56 | 0.00 |
| 1172271 | 1 | 134.47 ± 5.07 | 121.28 ± 1.70 | 0.00 | 1.00 | 66.79 ± 2.94 | 82.65 ± 12.41 | 0.24 | 0.87 | 134.47 ± 5.07 | 107.55 ± 1.94 | −0.47 | 0.42 |
| 1219631 | 0 | 1.92 ± 0.37 | 1.56 ± 0.08 | −0.01 | 1.00 | 4.76 ± 0.47 | 5.85 ± 1.00 | 0.28 | 0.85 | 1.92 ± 0.37 | 1.64 ± 0.37 | −0.30 | 0.72 |
| 177364 | 1 | 2.82 ± 0.18 | 2.61 ± 0.00 | −0.03 | 0.99 | 1.88 ± 0.07 | 1.87 ± 0.32 | 0.01 | 1.00 | 2.82 ± 0.18 | 1.46 ± 0.05 | −1.04 | 0.03 |
| 1137953 | 2 | 40.68 ± 3.74 | 34.00 ± 3.57 | −0.11 | 0.97 | 141.12 ± 2.32 | 63.58 ± 6.84 | −1.21 | 0.00 | 40.68 ± 3.74 | 85.18 ± 6.98 | 0.92 | 0.02 |
| 1117050 | 3 | 40.36 ± 1.55 | 32.08 ± 4.00 | −0.16 | 0.95 | 46.35 ± 3.98 | 53.35 ± 4.46 | 0.15 | 0.94 | 40.36 ± 1.55 | 21.28 ± 0.77 | −1.07 | 0.00 |
| 1141371 | 0 | 1571.19 ± 246.87 | 1249.67 ± 120.07 | −0.17 | 0.95 | 551.49 ± 6.68 | 518.11 ± 5.14 | −0.15 | 0.94 | 1571.19 ± 246.87 | 740.57 ± 40.61 | −1.22 | 0.00 |
| 1147568 | 4 | 7482.49 ± 509.41 | 5782.62 ± 105.11 | −0.22 | 0.92 | 3164.92 ± 14.66 | 3994.04 ± 231.82 | 0.28 | 0.84 | 7482.49 ± 509.41 | 6622.43 ± 20.86 | −0.36 | 0.60 |
| 1181871 | 12 | 49.66 ± 1.89 | 36.63 ± 0.94 | −0.29 | 0.87 | 37.12 ± 0.83 | 30.34 ± 6.81 | −0.36 | 0.74 | 49.66 ± 1.89 | 35.43 ± 0.48 | −0.65 | 0.16 |
| 1209512 | 0 | 50.80 ± 5.25 | 36.89 ± 3.37 | −0.30 | 0.85 | 89.37 ± 2.45 | 60.30 ± 0.80 | −0.61 | 0.25 | 50.80 ± 5.25 | 87.27 ± 4.03 | 0.62 | 0.20 |
| 1011311 | 0 | 55.14 ± 2.22 | 38.64 ± 6.57 | −0.36 | 0.79 | 119.93 ± 7.34 | 98.35 ± 0.78 | −0.34 | 0.76 | 55.14 ± 2.22 | 88.47 ± 3.26 | 0.55 | 0.28 |
| 1168387 | 0 | 60.92 ± 2.05 | 40.64 ± 0.63 | −0.45 | 0.66 | 91.23 ± 0.81 | 80.83 ± 10.18 | −0.22 | 0.89 | 60.92 ± 2.05 | 59.55 ± 5.52 | −0.22 | 0.78 |
| 1141800 | 1 | 43.05 ± 0.75 | 25.30 ± 1.81 | −0.61 | 0.36 | 120.51 ± 4.34 | 73.38 ± 12.23 | −0.79 | 0.07 | 43.05 ± 0.75 | 59.09 ± 1.45 | 0.35 | 0.60 |
| 1169809 | 12 | 113.09 ± 7.38 | 58.75 ± 7.85 | −0.79 | 0.14 | 195.35 ± 3.82 | 323.04 ± 63.23 | 0.66 | 0.24 | 113.09 ± 7.38 | 140.31 ± 24.63 | 0.18 | 0.83 |
| 1164227 | 2 | 43.66 ± 2.41 | 19.30 ± 1.11 | −1.01 | 0.01 | 124.93 ± 0.50 | 30.60 ± 1.03 | −2.08 | 0.00 | 43.66 ± 2.41 | 100.11 ± 12.83 | 1.04 | 0.00 |
| 1148364 | 0 | 66.99 ± 4.34 | 29.59 ± 0.47 | −1.02 | 0.01 | 19.77 ± 1.34 | 31.72 ± 6.23 | 0.60 | 0.35 | 66.99 ± 4.34 | 21.58 ± 1.63 | −1.75 | 0.00 |
| 1222809 | 0 | 172.06 ± 39.87 | 70.73 ± 9.77 | −1.10 | 0.05 | 52.51 ± 0.89 | 74.55 ± 15.51 | 0.44 | 0.61 | 172.06 ± 39.87 | 14.50 ± 1.37 | −3.74 | 0.00 |
| 1115499 | 0 | 41.79 ± 0.54 | 14.21 ± 0.30 | −1.40 | 0.00 | 25.87 ± 1.86 | 19.65 ± 1.58 | −0.44 | 0.59 | 41.79 ± 0.54 | 30.57 ± 3.99 | −0.60 | 0.24 |
| 1146086 | 1 | 73.65 ± 8.51 | 23.91 ± 0.59 | −1.47 | 0.00 | 61.61 ± 1.55 | 63.36 ± 9.68 | 0.00 | 1.00 | 73.65 ± 8.51 | 26.66 ± 0.81 | −1.62 | 0.00 |
| 37369 | 0 | 0.03 ± 0.02 | − ± − | #N/A | #N/A | 0.03 ± 0.02 | 0.02 ± 0.01 | #N/A | #N/A | 0.03 ± 0.02 | − ± − | #N/A | #N/A |
| 1178960 | 0 | 0.23 ± 0.05 | 0.46 ± 0.02 | #N/A | #N/A | 0.71 ± 0.07 | 0.50 ± 0.00 | #N/A | #N/A | 0.23 ± 0.05 | 0.73 ± 0.11 | #N/A | #N/A |
Figure 3.Citrate secretion in S. cerevisiae transformed with CexA. Solid line = grown on glucose, dashed line = grown on glycerol, filled symbols = induced and empty symbols = non-induced. Note that there was no measurable extracellular citrate accumulation in the untransformed parent strain. Measurements indicate the average of two biological replicates.