| Literature DB >> 30458726 |
Felipe E Rodríguez1, Daniel Laporte2, Alberto González1, Katterinne N Mendez3, Eduardo Castro-Nallar3, Claudio Meneses4,5, Juan Pablo Huidobro-Toro1,6, Alejandra Moenne7.
Abstract
BACKGROUND: The marine alga Ulva compressa is the dominant species in coastal areas receiving effluents from copper mines. The alga can accumulate high amounts of copper and possesses a strong antioxidant system. Here, we performed short-term transcriptomic analyses using total RNA of the alga cultivated with 10 μM of copper for 0, 3, 6, 12 and 24 h by RNA-seq.Entities:
Keywords: Calvin cycle; Carotenoid level; Copper; Marine alga; Photosynthesis; Ulva compressa
Mesh:
Substances:
Year: 2018 PMID: 30458726 PMCID: PMC6245705 DOI: 10.1186/s12864-018-5226-4
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Sequencing, pre-processing of reads and assembly of the Ulva compressa transcriptome
| Libraries | Sequence reads | Reads after QC | Reads after decontamination |
|---|---|---|---|
| Sequencing, quality control and decontamination of reads | |||
| 0 h-1 | 11,438,569 | 11,152,558 (97.50%) | 10,861,476 (94.95%) |
| 3 h-1 | 20,650,530 | 15,993,724 (77.45%) | 15,768,212 (76.36%) |
| 3 h-2 | 20,884,112 | 18,978,764 (90.88%) | 18,756,712 (89.81%) |
| 6 h-1 | 21,666,034 | 19,744,705 (91.13%) | 19,436,688 (89.71%) |
| 6 h-2 | 19,419,660 | 17,691,271 (91.10%) | 17,383,443 (89.51%) |
| 12 h-1 | 17,354,946 | 15,909,292 (91.67%) | 15,785,199 (90.96%) |
| 12 h-2 | 16,308,426 | 12,485,489 (76.56%) | 12,360,634 (72.79%) |
| 24 h-1 | 12,467,371 | 12,150,061 (97.45%) | 11,862,105 (95.15%) |
| Transcriptome assembly | |||
| Total genes | 64,191 | ||
| Total transcripts | 106,704 (92.57 Mb) | ||
| Total bases | 92,575,573 (92.57 Mb) | ||
| Min sequence lenght | 200 | ||
| Max sequence lenght | 9118 | ||
| Average sequence lenght | 868 | ||
| Median sequence lenght | 542 | ||
| N25 lenght | 2,28 | ||
| N50 lenght | 1383 | ||
| N75 lenght | 716 | ||
| N90 lenght | 349 | ||
| N95 lenght | 261 | ||
| A | 20.95% | ||
| T | 20.87% | ||
| G | 29.18% | ||
| C | 29.00% | ||
| (A + T) | 41.82% | ||
| (G + C) | 58.18% | ||
| N | 0.00% | ||
| Transcriptome completeness | |||
| Completeness | 89.59% | ||
| Complete CEG | 265 | ||
| Complete and single copy | 123 | ||
| Complete and multi-copy | 142 | ||
| Fragmented CEGs | 85 | ||
| Missing CEGs | 79 | ||
| Total CEGs database | 429 | ||
Fig. 1Pie chart of percentage of protein sequences associated with different biological processes obtained from the transcriptomic analyses performed in the marine alga Ulva compressa cultivated with 10 μM copper for 0, 3, 6, 12 and 24 h
Fig. 2Pie chart of percentage of protein sequences associated with different classes of organisms obtained from the transcriptomic analyses performed in the marine alga Ulva compressa cultivated with 10 μM copper for 0, 3, 6, 12 and 24 h
Fig. 3Gene expression profile and sample-to-sample distance relationships. a Heatmap representing the expression levels (read counts) of the differentially expressed transcripts (FDR < 0.01, FC > 2) across samples: 0, 3, 6, and 12 h (“3 h 1”, “3 h 2”, “6 h 1”, “6 h2”, “12 h 1” and “12 h 2”). Read counts were mean-centered and scaled, and the resulting values were represented in a green red false color scale (green = underexpressed; red = overexpressed). Columns and rows were clustered by the Spearman correlation coefficient among samples and transcripts, respectively. b Principal component analysis (PCA) showing how the samples are grouped based on transcripts CPM (counts per million) values at each sample. Top plot shows the first and second components (53.22% of variance), and bottom plot shows the second and third components (31.81% of variance)
Up-regulated genes related to photosynthesis
| Process | ID_Transcript | Proteins | Fold change |
|---|---|---|---|
| PSII | TRINITY_DN28356_c0_g7_i2 | PsbA | 3.3 |
| TRINITY_DN26114_c0_g9_i1 | PsbB | 2.0 | |
| TRINITY_DN24036_c0_g1_i1 | PsbC | 2.5 | |
| TRINITY_DN51574_c0_g1_i1 | PsbJ | 3.2 | |
| TRINITY_DN25152_c1_g6_i1 | PsbO | 3.0 | |
| TRINITY_DN25152_c1_g3_i1 | PsbO | 2.8 | |
| TRINITY_DN23656_c0_g2_i2 | PsbP | 2.7 | |
| TRINITY_DN30969_c0_g1_i1 | PsbP | 2.9 | |
| TRINITY_DN134452_c0_g1_i1 | PsbR | 2.9 | |
| TRINITY_DN24151_c1_g3_i1 | PsbS | 2.2 | |
| TRINITY_DN22768_c0_g2_i1 | PsbW | 3.0 | |
| TRINITY_DN21681_c1_g1_i2 | PsbW | 3.3 | |
| TRINITY_DN21681_c1_g1_i1 | PsbW | 3.2 | |
| TRINITY_DN22451_c0_g1_i5 | PsbZ | 2.8 | |
| LHCII | TRINITY_DN28384_c2_g10_i1 | Chlorophyll a-b binding protein 1D (lhcb1) | 3.3 |
| TRINITY_DN24974_c1_g9_i1 | Chlorophyll a-b binding protein 1D (lhcb1) | 2.9 | |
| TRINITY_DN28161_c1_g6_i2 | Chlorophyll a-b binding protein 8 (lhcb2-like) | 3.2 | |
| TRINITY_DN23399_c0_g1_i2 | Chlorophyll a-b binding protein CP29 (lhcb4) | 2.9 | |
| TRINITY_DN23399_c0_g1_i3 | Chlorophyll a-b binding protein CP29 (lhcb4) | 2.9 | |
| TRINITY_DN23399_c0_g1_i1 | Chlorophyll a-b binding protein CP29 (lhcb4) | 2.8 | |
| TRINITY_DN25769_c2_g3_i4 | Chlorophyll a-b binding protein L1818 (lhcb4-like) | 3.4 | |
| TRINITY_DN25769_c2_g3_i2 | Chlorophyll a-b binding protein L1818 (lhcb4-like) | 3.1 | |
| TRINITY_DN23036_c1_g1_i8 | Fucoxanthin binding protein A | 2.8 | |
| TRINITY_DN23036_c1_g1_i5 | Fucoxanthin binding protein A | 2.8 | |
| TRINITY_DN28382_c2_g1_i8 | Fucoxanthin binding protein B | 3.0 | |
| TRINITY_DN28382_c2_g1_i7 | Fucoxanthin binding protein B | 2.7 | |
| TRINITY_DN25548_c0_g1_i1 | Solanesyl diphosphate synthase 1 | 3.2 | |
| TRINITY_DN25548_c0_g1_i2 | Solanesyl-diphosphate synthase 3 | 3.3 | |
| TRINITY_DN25548_c0_g1_i3 | Solanesyl-diphosphate synthase 3 | 3.2 | |
| TRINITY_DN25548_c0_g1_i7 | Solanesyl-diphosphate synthase 3 | 3.4 | |
| Cyt b6-f | TRINITY_DN27161_c0_g1_i10 | Iron-sulfur subunit (petC) | 3.7 |
| TRINITY_DN27161_c0_g1_i1 | Iron-sulfur subunit (petC) | 3.1 | |
| TRINITY_DN27161_c0_g1_i7 | Iron-sulfur subunit (petC) | 2.7 | |
| TRINITY_DN27161_c0_g1_i13 | Iron-sulfur subunit (petC) | 2.6 | |
| TRINITY_DN27161_c0_g1_i12 | Iron-sulfur subunit (petC) | 2.5 | |
| PSI | TRINITY_DN26298_c1_g1_i5 | PsaA | 3.4 |
| TRINITY_DN26298_c1_g1_i1 | PsaA | 3.2 | |
| TRINITY_DN26298_c1_g1_i6 | PsaA | 3.0 | |
| TRINITY_DN26298_c1_g1_i3 | PsaA | 2.6 | |
| TRINITY_DN24286_c0_g3_i1 | PsaD | 1.9 | |
| TRINITY_DN21945_c0_g2_i1 | PsaE | 3.3 | |
| TRINITY_DN23092_c0_g3_i1 | PsaF | 3.6 | |
| TRINITY_DN23521_c0_g1_i1 | PsaG | 3.6 | |
| TRINITY_DN23521_c0_g1_i2 | PsaG | 3.3 | |
| TRINITY_DN25932_c0_g1_i3 | PsaK | 3.6 | |
| TRINITY_DN21897_c0_g2_i1 | PsaO | 3.4 | |
| TRINITY_DN26200_c0_g3_i1 | Ferredoxin-NADP reductase (petH) | 2.9 | |
| TRINITY_DN24658_c0_g1_i1 | Ferredoxin-2 (petF) | 2.8 | |
| LHCI | TRINITY_DN24974_c1_g7_i2 | Chlorophyll a-b binding protein 1 | 2.8 |
| TRINITY_DN28384_c2_g5_i2 | Chlorophyll a-b binding protein 1 | 3.3 | |
| TRINITY_DN28268_c0_g2_i6 | Chlorophyll a-b binding protein 1 | 3.2 | |
| TRINITY_DN28268_c0_g2_i9 | Chlorophyll a-b binding protein 1 | 3.0 | |
| TRINITY_DN28268_c0_g2_i7 | Chlorophyll a-b binding protein 1 | 2.9 | |
| TRINITY_DN28384_c2_g17_i1 | Chlorophyll a-b binding protein 1 | 2.8 | |
| TRINITY_DN26721_c1_g6_i1 | Chlorophyll a-b binding protein 1B-21 (lhca1) | 3.2 | |
| TRINITY_DN26721_c1_g6_i2 | Chlorophyll a-b binding protein 1B-21 (lhca1) | 3.5 | |
| TRINITY_DN27296_c2_g4_i2 | Chlorophyll a-b binding protein 5 (lhca1-like) | 2.6 | |
| TRINITY_DN28268_c0_g2_i3 | Chlorophyll a-b binding protein 5 (lhca1-like) | 2.5 | |
| TRINITY_DN25309_c0_g1_i2 | Chlorophyll a-b binding protein 5 (lhca1-like) | 2.5 | |
| TRINITY_DN27296_c2_g1_i11 | Chlorophyll a-b binding protein 5 (lhca1-like) | 2.2 | |
| TRINITY_DN25604_c0_g1_i1 | Chlorophyll a-b binding protein 5 (lhca1-like) | 2.6 | |
| TRINITY_DN25604_c0_g1_i4 | Chlorophyll a-b binding protein 5 (lhca1-like) | 3.4 | |
| TRINITY_DN28161_c1_g6_i3 | Chlorophyll a-b binding protein 8 (lhca1-like) | 2.1 | |
| TRINITY_DN28161_c1_g6_i4 | Chlorophyll a-b binding protein 8 (lhca1-like) | 2.0 | |
| ATP synthase | TRINITY_DN23229_c0_g3_i1 | ATP synthase subunit b’ | 3.4 |
| TRINITY_DN24803_c0_g1_i1 | ATP synthase gamma chain | 1.4 | |
| Repair of PSII | TRINITY_DN26385_c1_g4_i3 | MET1 | 3.5 |
| TRINITY_DN25782_c0_g1_i2 | MET1 | 3.4 | |
| TRINITY_DN26385_c1_g4_i2 | MET1 | 3.3 | |
| TRINITY_DN27340_c1_g3_i2 | Deg/HtrA protease Do-like 1 | 3.3 | |
| TRINITY_DN26676_c1_g1_i1 | Deg/HtrA protease Do-like 1 | 3.3 | |
| TRINITY_DN27340_c1_g3_i3 | Deg/HtrA protease Do-like 1 | 3.2 | |
| TRINITY_DN26676_c1_g1_i12 | Deg/HtrA protease Do-like 1 | 3.2 | |
| TRINITY_DN27340_c1_g3_i4 | Deg/HtrA protease Do-like 1 | 3.2 | |
| TRINITY_DN27340_c1_g3_i1 | Deg/HtrA protease Do-like 1 | 3.1 | |
| TRINITY_DN25574_c0_g1_i4 | Deg/HtrA protease Do-like 2 | 2.9 | |
| TRINITY_DN25574_c0_g1_i7 | Deg/HtrA protease Do-like 2 | 2.7 | |
| TRINITY_DN18665_c0_g1_i1 | Deg/HtrA protease Do-like 5 | 3.0 | |
| TRINITY_DN28204_c1_g1_i2 | Deg/HtrA protease Do-like 8 | 2.7 | |
| TRINITY_DN25743_c0_g2_i1 | EGY1 | 3.2 | |
| TRINITY_DN25743_c0_g2_i2 | EGY1 | 3.0 | |
| TRINITY_DN25743_c0_g2_i3 | EGY1 | 2.9 | |
| TRINITY_DN23341_c0_g1_i1 | ATP-dependent zinc metalloprotease FTSH 1 | 3.2 | |
| TRINITY_DN27493_c2_g1_i7 | ATP-dependent zinc metalloprotease FTSH 2 | 3.1 | |
| TRINITY_DN27493_c2_g1_i1 | ATP-dependent zinc metalloprotease FTSH 2 | 3.1 | |
| TRINITY_DN27493_c2_g1_i11 | ATP-dependent zinc metalloprotease FTSH 2 | 3.1 | |
| TRINITY_DN28584_c2_g1_i4 | ATP-dependent zinc metalloprotease FTSH 5 | 3.3 | |
| TRINITY_DN27493_c2_g4_i1 | ATP-dependent zinc metalloprotease FTSH 8 | 2.9 | |
| TRINITY_DN27493_c2_g4_i3 | ATP-dependent zinc metalloprotease FTSH 8 | 2.9 | |
| TRINITY_DN24421_c0_g1_i1 | THYLAKOID FORMATION 1 | 3.2 | |
| TRINITY_DN22196_c0_g2_i1 | EMBRYO SAC DEVELOPMENT ARREST 3 | 2.9 | |
| TRINITY_DN25705_c1_g2_i2 | Palmitoyl-monogalactosyldiacylglycerol delta-7 desaturase | 2.6 | |
| Assembly of PSII | TRINITY_DN23616_c0_g1_i4 | YCF4 | 3.3 |
| TRINITY_DN23616_c0_g1_i2 | YCF4 | 2.1 | |
| TRINITY_DN22135_c0_g2_i3 | Ycf3 interacting Protein | 2.9 | |
| TRINITY_DN27520_c0_g2_i3 | KEA1 | 2.7 | |
| TRINITY_DN24215_c0_g1_i3 | UPF0187 protein | 2.7 | |
| TRINITY_DN25274_c0_g1_i1 | TAB2 homolog | 3.2 | |
| TRINITY_DN25675_c1_g3_i1 | Serine/threonine-protein kinase STN7 | 2.7 | |
| TRINITY_DN25616_c0_g2_i1 | PPH1 2C 57 | 3.1 | |
| TRINITY_DN28540_c1_g8_i2 | PGR5 1A | 3.5 | |
| TRINITY_DN28540_c1_g2_i2 | PGR5 1A | 3.1 | |
| TRINITY_DN27605_c0_g1_i2 | PGR5 1A | 2.9 | |
| TRINITY_DN26853_c0_g1_i1 | PGR5 1B | 3.3 | |
| TRINITY_DN20751_c0_g2_i1 | PGR5 | 3.3 |
Fig. 4Scheme of Light Harvesting Complex II (LHCII), photosystem II (PSII), cytochrome b6f complex (cytb6f), photosystem I (PSI) and light harvesting complex I (LHCI) in terrestrial plants. Subunits encoding transcripts showing increased levels in the transcriptomic analyses performed in the marine alga Ulva compressa cultivated with 10 μM copper for 0, 3, 6, 12 and 24 h are highlighted in black
Up-regulated genes related to Calvin-Benson cycle
| Process | ID_Transcript | Proteins | Fold change |
|---|---|---|---|
| Calvin-Benson cycle | TRINITY_DN26739_c1_g1_i11 | Ribulose bisphosphate carboxylase small chain 1 | 3.5 |
| TRINITY_DN26739_c1_g1_i6 | Ribulose bisphosphate carboxylase small chain 1 | 3.4 | |
| TRINITY_DN26739_c1_g1_i10 | Ribulose bisphosphate carboxylase small chain 1 | 3.2 | |
| TRINITY_DN26739_c1_g1_i1 | Ribulose bisphosphate carboxylase small chain 1 | 3.0 | |
| TRINITY_DN26739_c1_g1_i8 | Ribulose bisphosphate carboxylase small chain 1 | 3.1 | |
| TRINITY_DN24974_c1_g8_i2 | Ribulose-phosphate 3-epimerase | 3.2 | |
| TRINITY_DN24974_c1_g8_i1 | Ribulose-phosphate 3-epimerase | 3.1 | |
| TRINITY_DN24974_c1_g5_i2 | Ribulose-phosphate 3-epimerase | 3.0 | |
| TRINITY_DN24974_c1_g5_i1 | Ribulose-phosphate 3-epimerase | 2.9 | |
| TRINITY_DN26523_c0_g6_i1 | Transketolase-2 | 3.4 | |
| TRINITY_DN26523_c0_g5_i1 | Transketolase | 2.3 | |
| TRINITY_DN26020_c1_g2_i2 | Glyceraldehyde-3-phosphate dehydrogenase | 3.2 | |
| TRINITY_DN28111_c0_g1_i3 | Glyceraldehyde-3-phosphate dehydrogenase | 3.2 | |
| TRINITY_DN28111_c0_g6_i2 | Glyceraldehyde-3-phosphate dehydrogenase | 3.1 | |
| TRINITY_DN25377_c1_g4_i1 | Glyceraldehyde-3-phosphate dehydrogenase | 3.0 | |
| TRINITY_DN28111_c0_g1_i5 | Glyceraldehyde-3-phosphate dehydrogenase | 2.7 | |
| TRINITY_DN25377_c0_g1_i1 | Glyceraldehyde-3-phosphate dehydrogenase | 2.7 | |
| TRINITY_DN25438_c0_g3_i2 | Fructose-1,6-bisphosphatase | 3.2 | |
| TRINITY_DN25438_c0_g2_i2 | Fructose-1,6-bisphosphatase | 3.2 | |
| TRINITY_DN25438_c0_g2_i1 | Fructose-1,6-bisphosphatase | 3.1 | |
| TRINITY_DN25498_c1_g1_i1 | Seudoheptulose-1,7-bisphosphatase | 3.2 | |
| TRINITY_DN25498_c1_g2_i2 | Seudoheptulose-1,7-bisphosphatase | 3.0 | |
| TRINITY_DN28545_c0_g3_i2 | Phosphoribulokinase | 3.0 | |
| TRINITY_DN24724_c0_g2_i4 | Phosphoribulokinase | 2.7 | |
| TRINITY_DN20744_c0_g1_i2 | Phosphoglycerate kinase | 2.9 | |
| TRINITY_DN19258_c0_g2_i1 | Pyruvate phosphate dikinase | 2.9 | |
| TRINITY_DN134423_c0_g1_i1 | Pyruvate phosphate dikinase | 2.9 | |
| TRINITY_DN28070_c1_g1_i2 | Ribose-5-phosphate isomerase 3 | 3.1 | |
| TRINITY_DN25979_c1_g4_i1 | BC1 complex kinase 1 | 3.1 | |
| TRINITY_DN25979_c1_g4_i2 | BC1 complex kinase 1 | 3.1 | |
| TRINITY_DN24548_c0_g4_i1 | Geranylgeranyl diphosphate synthase | 2.9 | |
| TRINITY_DN25865_c0_g2_i3 | Phytoene synthase | 3.1 | |
| TRINITY_DN23375_c0_g1_i3 | 15-cis-phytoene desaturase | 3.0 | |
| TRINITY_DN25489_c0_g1_i1 | Zeta-carotene desaturase | 3.3 | |
| TRINITY_DN22033_c0_g1_i1 | Lycopene beta cyclase | 3.0 |
Fig. 5Level of up-regulated transcripts encoding: PsbA (open circles) and PsbW (open triangles) of PSII (a), PGR-1A (open squares) of PSI (b) and enzymes GGDPS (open squares), CD (black diamonds), PYS (open triangles), LC (open circles) and PD involved in β-carotene synthesis (c) and enzymes G3PDH (open squares), RP3E (black diamonds, PRK (open triangles) and TK (open circles) of Calvin-Benson cycle (d) in the marine alga Ulva compressa cultivated with 10 μM copper for 0, 3, 6, 12 and 24 h. Level of transcripts is expressed as normalized reads and time in hours
Fig. 6Level of oxygen production (a), carotenoids (b), chlorophyll a (c) and chlorophyll b (d) in the marine alga Ulva compressa cultivated in seawater without copper addition (open circles) and with 10 μM copper (black circles) for 0 to 24 h. The level of oxygen is expressed as nanomoles per microliter per minute, the level of carotenoids is expressed in micrograms per milligram of fresh tissue (FT) and time is expressed in hours. Symbols represent mean values of three independent experiments ± SD. Different letters indicate significant differences (P < 0.05)