| Literature DB >> 28922759 |
Lei Ru1,2, Sonia Osorio3, Lu Wang1,2, Alisdair R Fernie3, John W Patrick1,2, Yong-Ling Ruan1,2.
Abstract
Fruit set is a developmental transition from ovaries to fruitlets that determines yield potential. Cell wall invertase (CWIN) is essential for fruit and seed set, but the underlying molecular basis remains elusive. We addressed this issue by using CWIN-elevated transgenic tomato, focusing on ovaries and fruitlets at 2 d before and after anthesis, respectively. RNAseq analyses revealed that ovaries and fruitlets exhibited remarkable differences in their transcriptomic responses to elevated CWIN activity. Ovaries 2 d before anthesis were far more responsive to elevated CWIN activity compared with the fruitlets. We identified several previously unknown pathways that were up-regulated by elevated CWIN activity during fruit set. The most notable of these were expression of genes for defence, ethylene synthesis and the cell cycle along with a large number of cell wall-related genes. By contrast, expression of photosynthetic, protein degradation and some receptor-like kinase genes were generally decreased as compared with the wild type ovaries. GC-MS analyses revealed that 22 out of 24 amino acids exhibited reduced levels in the RNAi ovaries as compared with that in the wild type, probably owing to a down-regulated expression of protein degradation genes. Overall, the data indicate that (i) ovaries are much more sensitive to metabolic intervention than fruitlets; (ii) high CWIN activity could promote fruit set by improving resistance against pathogens and altering cell cycle and cell wall synthesis.Entities:
Keywords: Cell wall invertase; Solanum lycopersicum; fruit set; metabolome; ovary; transcriptome
Mesh:
Substances:
Year: 2017 PMID: 28922759 PMCID: PMC5853505 DOI: 10.1093/jxb/erx219
Source DB: PubMed Journal: J Exp Bot ISSN: 0022-0957 Impact factor: 6.992
Fig. 1.Differentially expressed genes during fruit set in wild type (WT) and SlINVINH1-RNAi tomato. (A) Numbers of differentially expressed genes during WT and SlINVINH1-RNAi fruit set (2 daa fruitlet vs 2 dba ovary). The upper part of each bar represents up-regulated and the lower part down-regulated genes. Total numbers of differentially expressed genes are listed on top of the bar for each group. Numbers of down- or up-regulated expressed genes are listed at the bottom of the figure. (B) A Venn diagram showing differentially expressed genes that are unique to fruit set of SlINVINH1-RNAi plants. There were 2765 (overlapped area) shared by both genotypes during fruit set and 497 differentially expressed genes were specifically responsive to elevated CWIN activity in the SlINVINH1-RNAi plants. (This figure is available in colour at JXB online.)
Functional classification of differentially expressed genes during fruit set in wild type (WT) and SlINVINH1-RNAi plants (CWIN activity up-regulated)
Differentially expressed genes were ascribed to 36 bins in MAPMAN (Thimm et al., 2004). Only the major functional groups are listed. The order was made based on the number of differentially expressed genes in a given functional category (BIN), excluding the categories of ‘Others’ and ‘Unknown’.
| Functional category | WT fruit set (fruitlet/ovary) |
| ||||
|---|---|---|---|---|---|---|
| No. | Percentage | Rank | No. | Percentage | Rank | |
| Protein (BIN 29) | 761 | 14.7 | 1 | 506 | 15.5 | 1 |
| RNA (BIN 27) | 671 | 12.9 | 2 | 394 | 12.1 | 2 |
| Transport (BIN 34) | 297 | 5.7 | 3 | 187 | 5.7 | 3 |
| Signalling (BIN 30) | 270 | 5.2 | 4 | 149 | 4.6 | 5 |
| Hormone metabolism (BIN 17) | 179 | 3.8 | 5 | 137 | 4.7 | 4 |
| Cell (BIN 31) | 190 | 3.7 | 6 | 87 | 2.7 | 9 |
| Stress (BIN 20) | 186 | 3.6 | 7 | 138 | 4.2 | 6 |
| Cell wall (BIN 10) | 146 | 2.8 | 8 | 101 | 3.1 | 8 |
| Development (BIN 33) | 144 | 2.8 | 9 | 115 | 3.5 | 7 |
| Lipid development (BIN 11) | 131 | 2.5 | 10 | 81 | 2.5 | 11 |
| Secondary metabolism (BIN 16) | 114 | 2.2 | 11 | 84 | 2.6 | 10 |
| DNA (BIN 28) | 102 | 2.0 | 12 | 46 | 1.4 | 13 |
| Amino acid metabolism (BIN 13) | 70 | 1.4 | 13 | 45 | 1.4 | 14 |
| Photosynthesis (BIN 1) | 52 | 1.0 | 14 | 49 | 1.5 | 12 |
| Sucrose and starch metabolism (BIN 2) | 23 | 0.4 | 15 | 14 | 0.4 | 15 |
| Others and Unknown | 1808 | 34.9 | — | 1136 | 34.8 | — |
| Total | 5183 | 3262 | ||||
Elevation of CWIN activity in the SlINVINH1-RNAi plants suppressed the expression of photosynthesis-related genes during fruit set compared with that in the wild type tomato plants
| Gene locus | Annotation | Log 2 FC |
|---|---|---|
| Light reaction | ||
| solyc08g067320.1.1 | Chlorophyll | −1.34 |
| solyc05g056050.2.1 | Chlorophyll | −1.20 |
| solyc08g067330.1.1 | Chlorophyll | −1.30 |
| solyc02g065400.2.1 | Oxygen-evolving enhancer protein | −0.55 |
| solyc10g005050.2.1 | Thylakoid membrane phosphorprotein | −0.77 |
| solyc12g044280.1.1 | Photosystem I reaction, subunit VI | −1.59 |
| solyc10g075160.1.1 | Ferredoxin I | −0.88 |
| solyc05g026550.2.1 | NADH dehydrogenase | −1.01 |
| solyc08g080050.2.1 | PGR5-like protein 1A | −0.59 |
| Photorespiration | ||
| solyc06g061070.2.1 | Glycine cleavage system H | −0.66 |
| Calvin cycle | ||
| solyc06g009630.1.1 | CP12 | −0.52 |
| solyc10g018300.1.1 | Transketolase 1 | −0.82 |
| solyc03g117850.2.1 | Rubisco activase | −0.54 |
| solyc09g011080.2.1 | Rubisco activase 1 | 0.79 |
Fig. 2.Tomato fruits of SlINVINH1-RNAi (with up-regulated CWIN activity) were a lighter green colour compared with those of wild type (WT) fruits at 10 and 15 d after anthesis (daa). Representative images are presented. Scale bar: 1 cm.
Fig. 3.Differentially expressed genes in 2 daa ovaries and 2 daa fruitlets of SlINVINH1-RNAi (CWIN activity up-regulated) compared with those of wild type (WT) plants. The upper part of the bars represents up-regulated and the lower part down-regulated expressed genes. Total number of differentially expressed genes is listed above the bar for each group. Numbers of down- or up-regulated expressed genes are listed at the bottom of the figure. (This figure is available in colour at JXB online.)
Differentially expressed genes in 2 daa fruitlets in response to elevated CWIN activity of SlINVINH1-RNAi compared with wild type fruitlets
LRR: leucine-rich repeat; NBS-IRR: nucleotide binding site-leucine-rich repeat domains.
| Functional category | Gene locus | Annotation | Log 2 FC |
|---|---|---|---|
| Cell wall | solyc01g091050.2 | Pectin esterase | −1.53 |
| Signalling | solyc06g008270.2 | LRR receptor-like serine/threonine-protein kinase | −1.89 |
| Biotic stress | solyc02g032650.2 | Resistance protein, NBS-IRR | 1.50 |
| Lipid metabolism | solyc09g090500.2 | Cyclopropane-fatty-acyl-phospholipid synthase | −2.41 |
| Unknown | solyc12g062200.1 | Unknown protein | −5.91 |
| Unknown | solyc07g007040.2 | Zinc finger CCCH type with G patch | −1.24 |
| Not assigned | solyc07g062500.2 | Cytochrome P450 | −1.11 |
Functional classification of differentially expressed genes in 2 dba ovaries of SlINVINH1-RNAi compared with those of wild type (WT) plants
Differentially expressed genes were ascribed to 36 bins in MAPMAN (Thimm et al., 2004). Some genes might be allocated to multiple different bins.
| Functional category |
Ovary ( | |
|---|---|---|
| No. of genes | Percentage | |
| Protein (BIN 29) | 37 | 11.6 |
| Hormone metabolism (BIN 17) | 23 | 7.2 |
| RNA (BIN 27) | 20 | 6.3 |
| Stress (BIN 20) | 18 | 5.6 |
| Signalling (BIN 30) | 14 | 4.4 |
| Cell wall (BIN 10) | 13 | 4.1 |
| Development (BIN 33) | 11 | 3.5 |
| Transport (BIN 34) | 11 | 3.5 |
| Cell (BIN 31) | 9 | 2.8 |
| Secondary metabolism (BIN 16) | 7 | 2.2 |
| Lipid metabolism (BIN 11) | 5 | 1.5 |
| DNA (BIN 28) | 4 | 1.3 |
| Sucrose and starch metabolism (BIN 2) | 3 | 0.9 |
| Photosynthesis (BIN 1) | 2 | 0.6 |
| Others | 10 | 3.1 |
| Unknown (BIN 35 and BIN 26) | 147 | 46.1 |
| Total | 319 | |
Others include BIN 6 (gluconeogenesis/ glycosylate cycle), BIN 8 (TCA), BIN13 (amino acid metabolism), BIN 19 (tetrapyrrole synthesis), BIN 21 (redox), BIN 22 (polyamine metabolism), and BIN23 (nucleotide metabolism).
Differentially expressed genes in ovaries of SlINVINH1-RNAi compared with those of wild type plants
| Functional category | Gene locus | Annotation | Log 2 FC |
|---|---|---|---|
|
| |||
| Protein degradation | solyc09g083120.2.1 | Peptidase S9 | −1.03 |
| solyc09g083130.2.1 | Peptidase S9 | −0.61 | |
| solyc05g052130.2.1 | Metacaspase | −2.11 | |
| Subtilases | solyc04g078740.2.1 | Subtilisin-like protease | −0.92 |
| solyc02g092670.1.1 | Subtilisin-like protease | −0.66 | |
| solyc12g088760.1.1 | Subtilisin-like protease | −0.90 | |
| solyc01g087740.1.1 | Subtilisin-like protease | −0.89 | |
| solyc01g087780.2.1 | Subtilisin-like protease | −1.00 | |
| solyc01g087790.2.1 | Subtilisin-like protease | −1.35 | |
| Cysteine protease | solyc07g041920.2.1 | Cathepsin L-like cysteine proteinase | 0.72 |
| Aspartate protease | solyc02g032940.2.1 | Aspartic proteinase | −0.50 |
| solyc03g005280.2.1 | Aspartic proteinase 2 | 0.84 | |
| solyc03g058400.2.1 | Aspartyl protease family | 0.81 | |
| Serine protease | solyc02g082720.2.1 | Serine protease | 1.24 |
| solyc01g087970.2.1 | Serine carboxypeptidase 1 | −1.30 | |
| solyc03g026080.2.1 | Rhomboid family protein | −1.28 | |
| solyc05g050770.2.1 | Serine carboxypeptidase 1 | −0.91 | |
| Ubiquitin.E2 | solyc06g070980.2.1 | Ubiquitin-conjugating enzyme E2 2 | 0.58 |
| Ubiquitin.E3.RING | solyc12g015800.1.1 | RING finger family protein | −0.82 |
| solyc10g008410.1.1 | RING finger protein 5 | 1.05 | |
| solyc07g020870.1.1 | U-box domain-containing protein | 0.75 | |
| solyc12g088360.1.1 | U-box domain-containing protein 4 | −0.69 | |
| solyc09g008430.2.1 | CHY zinc finger family protein expressed | −0.97 | |
| Ubiquitin. proteasome | solyc10g054040.1.1 | 26S protease regulatory subunit | 2.43 |
|
| |||
| Ethylene synthesis | solyc01g067620.2.1 | ACC oxidase | 1.22 |
| solyc02g071500.2.1 | ACC oxidase 1 | 0.67 | |
| solyc04g009850.2.1 | ACC oxidase-like | 2.52 | |
| solyc04g009860.2.1 | ACC oxidase-like | 1.16 | |
| solyc06g068270.2.1 | ACC oxidase 1 | −1.30 | |
| Ethylene signal transduction | solyc11g011740.1.1 | ERF2 | 2.83 |
| AP2/EREBP family | solyc03g114440.1.1 | ERF3 (PR transcriptional factor) | 2.26 |
| solyc07g054220.1.1 | ERF2a (PR transcriptional factor) | 0.78 | |
|
| |||
| solyc04g012010.2.1 | CC-NBS-IRR | 1.30 | |
| solyc02g070730.1.1 | CC-NBS-IRR | 1.34 | |
| solyc07g005770.2.1 | CC-NBS-lRR | −0.80 | |
| solyc07g039410.2.1 | NBS-IRR | 0.82 | |
| solyc02g032650.2.1 | NBS-IRR | 0.76 | |
| solyc01g008800.1.1 | TIR-NBS-IRR | 1.19 | |
|
| |||
| solyc02g082920.2.1 | Endochitinase | 0.74 | |
| solyc10g074440.1.1 | Endochitinase | −1.97 | |
|
| |||
| Cell wall synthase | solyc07g051820.2.1 | Cellulose synthase-like | 1.29 |
| solyc12g015770.1.1 | Cellulose synthase-like | 0.54 | |
| Cell wall degradation | solyc05g005080.2.1 | Endo-1,4-β-glucanase | −0.51 |
| solyc05g052530.1.1 | Endoglucanase 1 | −1.07 | |
| solyc11g044910.1.1 | β-Xylosidase 1 | −0.76 | |
| solyc12g013770.1.1 | Mannan endo-1,4-β-mannosidase | −1.20 | |
| Cell wall modification | solyc06g049050.2.1 | Expansin | −1.00 |
| solyc02g091920.2.1 | Xyloglucan endotransglucosylase/hydrolase 2 | −2.02 | |
| solyc05g047590.2.1 | Pectinesterase | 1.37 | |
| solyc08g075020.2.1 | Pectinacetylesterase like protein | −0.71 | |
| solyc08g074950.1.1 | Pectinacetylesterase | −0.87 | |
| solyc08g074990.1.1 | Pectinacetylesterase | −1.26 | |
| solyc08g014380.1.1 | Pectinacetylesterase | 0.74 | |
|
| |||
| Receptor like kinase | solyc08g016210.2.1 | LRR receptor-like serine/threonine-protein | −1.12 |
| solyc01g005760.2.1 | LRR receptor-like serine/threonine-protein kinase | −1.19 | |
| solyc01g005870.1.1 | LRR receptor-like serine/threonine-protein kinase | −0.78 | |
| solyc01g005720.2.1 | LRR receptor-like serine/threonine-protein kinase | −1.46 | |
| solyc04g008400.1.1 | Serine/threonine-protein kinase receptor | −1.44 | |
| solyc04g077270.2.1 | Serine/threonine kinase receptor | −2.63 | |
| solyc04g074000.2.1 | Receptor like kinase | −2.29 | |
| solyc02g071800.2.1 | Receptor like kinase | −0.55 | |
| solyc05g056370.2.1 | Receptor like kinase | −0.50 | |
| solyc11g011880.1.1 | Receptor like kinase | 0.55 | |
| solyc12g008500.1.1 | Receptor like kinase | 1.22 | |
| Cytoplasmic kinase | solyc05g056370.2.1 | Receptor-like kinase | −0.50 |
| solyc10g005300.2.1 | Serine/threonine protein kinase | −1.72 | |
| Small GTPase signal | solyc02g077400.2.1 | Small GTPase (ROP) | −0.91 |
|
| |||
| solyc04g081650.2.1 | Cyclin B2 | 0.55 | |
| solyc04g081660.2.1 | Cyclin B2 | 0.53 | |
Fig. 4.Percentages of expressed genes involved in hormone metabolism during fruit set. The numbers of differentially expressed genes involved in each hormone class expressed as percentages of the total numbers differentially expressed genes involved in hormone metabolism in fruit set in wild type plants (A) and SlINVINH1-RNAi plants (B). (This figure is available in colour at JXB online.)
Numbers of differentially expressed genes encoding 1-aminocyclopropane-1-carboxylate oxidase proteins
| Group | Up-regulated | Down-regulated |
|---|---|---|
| WT fruitlet | 15 | 4 |
|
| 9 | 4 |
|
| 4 | 1 |
Primary metabolites levels in ovary (2 dba) and fruitlets (2 daa) of the wild type (WT) and SlINVINH1-RNAi line
Data are normalized to mean values of the wild type ovaries (2 dba). Values are means±SE of three replicates. Bold values indicate significant differences by Student’s t-test (P<0.01) of the WT fruitlets (2 daa) and SlINVINH1-RNAi line compared with the WT ovary (2 dba). Asterisk indicates significant differences by Student’s t-test (P<0.01) of the SlINVINH1-RNAi line fruitlets (2 daa) in comparison with the same line at ovary stage (2 dba).
| Metabolite | WT ovaries (2 dba) | WT fruitlets (2 daa) |
|
|
|---|---|---|---|---|
| Amino acids | ||||
| Alanine | 1 ± 0.14 | 1.40 ± 0.19 | 0.84 ± 0.15 | 0.98 ± 0.03 |
| Alanine, β | 1 ± 0.10 | 1.02 ± 0.00 | 0.97 ± 0.19 | 0.88 ± 0.185 |
| Aspartic acid | 1 ± 0.07 | 1.00 ± 0.22 | 1.03 ± 0.20 | 0.74 ± 0.03 |
| Arginine | 1 ± 0.05 | 0.98 ± 0.05 | 0.95 ± 0.05 | 0.95 ± 0.11 |
| Asparagine | 1 ± 0.13 | 0.92 ± 0.09 | 1.17 ± 0.10 | 1.02 ± 0.12* |
| GABA | 1 ± 0.11 | 1.31 ± 0.16 | 0.87 ± 0.05 | 1.22 ± 0.15 |
| Glutamine | 1 ± 0.05 | 1.02 ± 0.08 | 0.94 ± 0.05 | 1.05 ± 0.04* |
| Glutamic acid | 1 ± 0.04 | 1.02 ± 0.06 | 0.95 ± 0.04 | 0.96 ± 0.04 |
| Glycine | 1 ± 0.15 | 1.10 ± 0.06 | 0.71 ± 0.03 |
|
| Histidine | 1 ± 0.13 |
| 0.87 ± 0.01 |
|
| Isoleucine | 1 ± 0.04 | 0.97 ± 0.11 |
| 0.79 ± 0.11 |
| Lysine | 1 ± 0.11 | 1.15 ± 0.09 | 0.82 ± 0.09 | 0.96 ± 0.08 |
| Methionine | 1 ± 0.24 |
| 0.79 ± 0.13 | 1.87 ± 0.23* |
| Ornithine | 1 ± 0.13 | 1.30 ± 0.06 | 0.70 ± 0.01 |
|
| Phenylalanine | 1 ± 0.16 |
| 0.64 ± 0.05 | 1.45 ± 0.14* |
| Proline | 1 ± 0.22 |
| 0.70 ± 0.11 | 2.60 ± 0.10* |
| Proline, 4-hydroxy | 1 ± 0.08 |
| 0.96 ± 0.06 | 3.02 ± 0.18* |
| Pyroglutamic acid | 1 ± 0.08 | 1.03 ± 0.04 | 0.99 ± 0.02 | 0.91 ± 0.04* |
| Serine | 1 ± 0.10 | 1.01 ± 0.04 | 0.84 ± 0.07 |
|
| Threonine | 1 ± 0.14 | 1.09 ± 0.08 | 0.79 ± 0.11 | 0.80 ± 0.09 |
| Tryptophan | 1 ± 0.08 |
|
|
|
| Tyramine | 1 ± 0.08 | 0.85 ± 0.03 | 0.96 ± 0.03 |
|
| Tyrosine | 1 ± 0.14 |
| 0.89 ± 0.06 | 1.40 ± 0.05* |
| Valine | 1 ± 0.07 | 1.40 ± 0.16 | 0.70 ± 0.12 | 1.11 ± 0.15 |
| Sugars and sugar alcohols | ||||
| Fructose | 1 ± 0.03 |
|
| 0.63 ± 0.06 |
| Fructose-6-P | 1 ± 0.10 |
| 0.91 ± 0.05 | 1.80 ± 0.14* |
| Fucose | 1 ± 0.04 |
|
| 0.36 ± 0.01* |
| Glucose | 1 ± 0.08 | 0.88 ± 0.14 | 0.88 ± 0.02 | 0.78 ± 0.04* |
| Glucose-6-P | 1 ± 0.05 |
| 0.95 ± 0.04 | 1.39 ± 0.11* |
| Glycerol | 1 ± 0.13 | 0.80 ± 0.05 | 0.89 ± 0.05 | 0.69 ± 0.07* |
| Inositol, | 1 ± 0.03 | 0.95 ± 0.04 | 0.99 ± 0.03 | 0.90 ± 0.02* |
| Isomaltose | 1 ± 0.05 | 1.10 ± 0.02 |
|
|
| Maltitol | 1 ± 0.03 | 0.81 ± 0.13 | 0.85 ± 0.06 | 0.98 ± 0.17 |
| Maltose | 1 ± 0.01 |
| 1.02 ± 0.01 |
|
| Maltotriose | 1 ± 0.21 |
| 1.02 ± 0.19 |
|
| Sucrose | 1 ± 0.01 | 1.04 ± 0.03 | 0.95 ± 0.07 | 1.06 ± 0.04 |
| Trehalose | 1 ± 0.03 | 1.22 ± 0.10 | 0.93 ± 0.04 | 1.02 ± 0.15 |
| Raffinose | 1 ± 0.06 | 1.13 ± 0.19 | 1.06 ± 0.07 | 1.31 ± 0.05* |
| Rhamnose | 1 ± 0.05 | 0.97 ± 0.09 | 0.93 ± 0.02 | 0.92 ± 0.05 |
| Galactinol | 1 ± 0.06 | 0.88 ± 0.01 | 0.93 ± 0.01 | 0.90 ± 0.06 |
| Organic acids | ||||
| Citric acid | 1 ± 0.03 | 1.04 ± 0.01 | 0.98 ± 0.04 |
|
| Fumaric acid | 1 ± 0.03 | 0.85 ± 0.07 | 0.89 ± 0.08 | 0.91 ± 0.08 |
| Galactonic acid | 1 ± 0.15 | 1.03 ± 0.04 | 0.71 ± 0.07 |
|
| Glucuronic acid | 1 ± 0.11 |
|
|
|
| Glyceric acid | 1 ± 0.18 | 0.72 ± 0.06 | 0.65 ± 0.05 | 0.72 ± 0.14 |
| Nicotinic acid | 1 ± 0.08 |
| 0.79 ± 0.06 | 1.92 ± 0.19* |
| Malic acid | 1 ± 0.07 |
| 1.22 ± 0.10 | 1.24 ± 0.09 |
| Pyruvic acid | 1 ± 0.09 |
| 1.34 ± 0.19 | 1.53 ± 0.12 |
| Quinic acid | 1 ± 0.13 | 0.92 ± 0.08 | 1.31 ± 0.141 | 0.95 ± 0.19 |
| Quinic acid, 3-caffeoyl-, | 1 ± 0.30 |
| 1.22 ± 0.32 | 6.04 ± 0.88* |
| Quinic acid, 3-caffeoyl-, | 1 ± 0.02 | 0.98 ± 0.01 | 1.00 ± 0.04 | 0.95 ± 0.03 |
| Succinic acid | 1 ± 0.14 |
|
| 0.42 ± 0.03* |
| Miscellaneous | ||||
| Phosphoric acid | 1 ± 0.05 | 1.07 ± 0.01 | 1.05 ± 0.04 | 1.09 ± 0.04 |
| Nicotinamide | 1 ± 0.05 |
|
|
|
| Putrescine | 1 ± 0.15 | 0.60 ± 0.03 | 0.76 ± 0.02 | 0.65 ± 0.04* |
Fig. 5.Principal component analyses (PCA) of transcripts and metabolites during fruit set. (A) PCA of the transcriptome data. Two developmental stages were well separated. Discrimination of WT from SlINVINH1-RNAi ovaries was detected. However, differences between two genotypes at the fruitlet stage could not be distinguished. (B) PCA of the primary metabolite data. The two developmental stages and two genotypes were both well separated. Three biological replicates were included in both transcriptome and metabolome analyses. (This figure is available in colour at JXB online.)
Fig. 6.A model of how CWIN-mediated sugar signalling may regulate fruit set. See Discussion for more details. Arrows indicate genes involved in the specified process that were up-regulated (red) or down-regulated (green) by elevated CWIN activity. Solid line indicates known pathway; dashed line indicates predicted pathways.