| Literature DB >> 24472375 |
Mari Häkkinen1, Mari J Valkonen, Ann Westerholm-Parvinen, Nina Aro, Mikko Arvas, Marika Vitikainen, Merja Penttilä, Markku Saloheimo, Tiina M Pakula.
Abstract
BACKGROUND: The soft rot ascomycetal fungus Trichoderma reesei is utilized for industrial production of secreted enzymes, especially lignocellulose degrading enzymes. T. reesei uses several different enzymes for the degradation of plant cell wall-derived material, including 9 characterized cellulases, 15 characterized hemicellulases and at least 42 genes predicted to encode cellulolytic or hemicellulolytic activities. Production of cellulases and hemicellulases is modulated by environmental and physiological conditions. Several regulators affecting the expression of cellulase and hemicellulase genes have been identified but more factors still unknown are believed to be present in the genome of T. reesei.Entities:
Year: 2014 PMID: 24472375 PMCID: PMC3922861 DOI: 10.1186/1754-6834-7-14
Source DB: PubMed Journal: Biotechnol Biofuels ISSN: 1754-6834 Impact factor: 6.040
Figure 1Expression profiles of the clusters from Mfuzz clustering containing the majority of the cellulase and hemicellulase genes. The expression array dataset on T. reesei cultures induced with Avicel cellulose, pretreated wheat, pretreated spruce or sophorose (described in [8]) were clustered using Mfuzz. AV, Avicel cellulose; CO, control cultivation; SO, sophorose; SP, spruce; WH, wheat straw.
Classes, functional domains and domain descriptions of the candidate regulators encoded by the genes that are co-regulated with cellulase and/or hemicellulase genes
| Fungal transcription factors (Zn2-C6 type) | IPR001138 | Fungal transcriptional regulatory protein, N-terminal | 31 |
| IPR007219 | Transcription factor, fungi | ||
| Transcription factors, basic-leucine zipper type | IPR004827 | Basic-leucine zipper transcription factor | 1 |
| IPR011616 | Basic-leucine zipper transcription factor, bZIP-1 | ||
| Transcription factor, Tcf25 type repressor | IPR006994 | Transcription factor 25 | 1 |
| Zinc finger, C2H2 type | IPR007087 | Zinc finger, C2H2-type | 2 |
| Zinc finger, other types | IPR002893 | Zinc finger, MYND-type | 1 |
| IPR000058 | Zinc finger, AN1-type | 1 | |
| IPR002867 | Zinc finger, C6HC-type | 1 | |
| IPR008913 | Zinc finger, CHY-type | 1 | |
| IPR000571 | Zinc finger, CCCH-type | 1 | |
| Chromatin level regulation/remodeling | IPR013256 | Chromatin SPT2 | 1 |
| IPR000953 | Chromo domain | 1 | |
| IPR008251 | Chromo shadow | ||
| IPR000182 | GCN5-related N-acetyltransferase | 6 | |
| IPR013178 | Histone H3-K56 acetyltransferase, RTT109 | 1 | |
| IPR001214 | SET domain | 2 | |
| IPR000330 | SNF2-related | 1 | |
| IPR001025 | Bromo adjacent homology domain | 1 | |
| IPR001487 | Bromodomain | 1 | |
| IPR000210 | BTB/POZ-like | ||
| Protein kinases | IPR000719 | Protein kinase, catalytic domain | 7 |
| IPR011009 | Protein kinase-like domain | ||
| G protein signaling | IPR011021 | Arrestin-like, N-terminal | 1 |
| IPR011022 | Arrestin-like, C-terminal | ||
| IPR000832 | G protein-coupled reseptor, family 2, secretin-like | 1 | |
| IPR000342 | Regulator of G protein signaling | 2 | |
| Other regulators | IPR000095 | PAK-box/P21-Rho-binding | |
| IPR000387 | Dual-specific/protein-tyrosine phosphatase, conserved region | 1 | |
| IPR000791 | GPR1/FUN34/yaaH | 1 | |
| IPR009057 | Homeodomain-like | 1 | |
| IPR001611 | Leucine-rich repeat | 1 | |
| IPR008030 | NmrA-like | 1 | |
| IPR008914 | Phosphatidylethanolamine-binding protein | 1 | |
| IPR012093 | Pirin | 2 | |
| IPR011989 | Armadillo-like helical | 2 | |
| IPR001313 | Pumilio RNA-binding repeat | ||
| IPR001251 | CRAL-TRIO domain | 1 | |
| IPR005511 | Senescence marker protein-30 | 1 | |
| IPR001810 | F-box domain, cyclin-like | 1 | |
| IPR003892 | Ubiquitin system component Cue | 1 | |
| IPR001680 | WD40 repeat | 4 |
Figure 2Tightly co-expressed genomic regions with candidate regulatory genes. The expression array dataset described in [8] was searched for genomic regions with co-expressed genes. The regions containing a selected candidate regulatory gene with adjacent genes belonging to the same Mfuzz gene expression clusters as the major cellulase and hemicellulase genes are shown. The genomic location of the genes is indicated as scaffold number, start and end position, and strand in the scaffold as in T. reesei database 2.0 [45]. Gene annotation is as in T. reesei database 2.0. The expression data of the genes in the induction dataset with cellulose, wheat and spruce material, and sophorose is shown as the expression cluster number (Mfuzz) and fold change of the transcript signals in the induced cultures as compared to the uninduced control cultures at the same time point. The intensity of the red color and blue color indicates the strength of positive and negative fold changes as compared to the uninduced control cultures, respectively. AV, Avicel cellulose; SO, sophorose; SP, spruce; WH, wheat straw.
Putative regulatory genes chosen for further studies and the functional domains present in the encoded proteins
| 108381 | pMH8 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 26163 | pMH9 | IPR001138, IPR007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 121121 | pMH10 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 70351 | pMH11 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 102499 | pMH12 | IPR001138, IPR007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 62244 | pMH13 | IPR001138, IPR007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 111742 | pMH14 | IPR001138, | Fungal transcriptional regulatory protein, N-terminal, |
| 77513 | pMH15 | IPR007219 | Transcription factor, fungi |
| 105263 | pMH16 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 112524 | pMH17 | IPR001138, IPR007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 123668 | pMH18 | IPR000182 | GCN5-related N-acetyltransferase |
| 73792 | pMH19 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 80291 | pMH20 | IPR001138, IPRO007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 107858 | pMH21 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 120120 | pMH22 | IPR000182 | GCN5-related N-acetyltransferase |
| 47317 | pMH24 | IPR001138, IPR007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 74765 | pMH25 | IPR001487, IPR000210 | Bromodomain; BTB/POZ-like |
| 76677 | pMH26 | IPR001138, IPR007219 | Fungal transcriptional regulatory protein, N-terminal; Transcription factor, fungi |
| 55422 | pMH27 | IPR011009 | Protein kinase-like domain |
| 121130 | pMH28 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 122523 | pMH29 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 123019 | pMH30 | IPR000719 | Protein kinase, catalytic domain |
| 54703 | pMH32 | IPR007087 | Zinc finger, C2H2-type |
| 56077 | pMH33 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 60215 | pMH34 | IPR001138 | Fungal transcriptional regulatory protein, N-terminal |
| 66966 | pMH35 | IPR001680 | WD40 repeat |
| 64608 | pMH36 | IPR001680 | WD40 repeat |
| 81972 | pMH37 | IPR001251 | Cellular retinaldehyde-binding/triple function, C-terminal |
Gene IDs are as in T. reesei database 2.0.
Figure 3Heat map visualization of expression data on the known cellulase and hemicellulase genes and the putative regulatory genes in cultures induced with different lignocellulose substrates. The color key indicates the log2 scale fold change of the transcript signals in the induced cultures versus the uninduced control cultures at the same time point. The genes are shown as rows and the samples as columns. The legend on the right shows the gene ID and the cluster membership of the gene in Mfuzz clustering of the expression datasets. Dataset 1: Induction experiment with Avicel cellulose (0.75%), pretreated wheat straw, pretreated spruce or sophorose; Dataset 2: Induction experiment with Avicel cellulose (1%), bagasse, or xylans [8]. C: CAZy gene, R: regulatory gene. The legend below indicates the lignocellulose substrate in the culture and time point after addition of the substrate. AV1, 0.75% Avicel cellulose; AV2, 1% Avicel cellulose; BE, enzymatically hydrolyzed bagasse material; BO, untreated bagasse material; BS, steam-exploded bagasse material; SO, sophorose; SP, spruce; WH, wheat straw; XB, birch xylan; XO, oat spelt xylan.
Figure 4Cellulase and xylanase production byQM9414 recombinant strains overexpressing the candidate regulatory genes. The volumetric enzyme production (blue bars) and production per biomass dry weight (red bars) are shown as the fold change of the maximum amount of activity produced in the cultures of the recombinant strains as compared to the maximum activity produced in the cultures of the parental strain. The values are means of three biological replicates. Error bars show the standard error of the mean. Panels A and B show the total xylanase activity against birch glucuronoxylan substrate and cellulase activity against 4-methylumbelliferyl-β-D-lactoside substrate, respectively. Panels C and D show the specific enzymatic activity produced by cellobiohydrolase 1 and endoglucanase 1. Detailed time course data on enzyme production in the cultures is shown in the Additional file 2. CBHI, cellobiohydrolase 1; EGI, endoglucanase 1; MUL, 4-methylumbelliferyl-β-D-lactoside.
Figure 5Production of cellulase activity by two different transformants overexpressing gene 77513. Transformants harboring the overexpression cassette as a single-copy (pMH15(S)) or as a double-copy (pMH15) were cultivated in shake flasks with lactose as a carbon source. Enzyme activity was measured at four different time points (3, 5, 7 and 9 days). The values are means of three biological replicates. Error bars show the standard error of the mean. Panels A and B show the volumetric and production per biomass dry weight of total cellulase activity against MUL substrate, respectively. Panels C-F show the specific enzymatic activity produced by CBHI and EGI. CBHI, cellobiohydrolase 1; EGI, endoglucanase 1; MUL, 4-methylumbelliferyl-β-D-lactoside.
Figure 6Production of xylanase activity by two different transformants overexpressing gene 77513. Transformants harboring the overexpression cassette as a single-copy (pMH15(S)) or as a double-copy (pMH15) were cultivated in shake flasks with lactose as a carbon source. Xylanase activity was measured at four different time points (3, 5, 7 and 9 days). The values are means of three biological replicates. Error bars show the standard error of the mean. Panels A and B show the volumetric and production per biomass dry weight of xylanase activity, respectively.
Figure 7Quantitative PCR analysis of cellulase and hemicellulase gene expression of strains overexpressing the constructs pMH15, pMH20 and pMH25. Panels A, B and C show the expression levels of the analyzed genes for strains overexpressing the constructs pMH15, pMH20 and pMH25, respectively. Expression levels are normalized against the signal of sar1 and are shown as a fold change as compared to the normalized expression level in the parental strain. RNA extracted after 3 days (blue bars) and 5 days (red bars) of cultivation was used as a template. The values are means of three biological replicates. Error bars show the standard error of the mean.
Figure 8Production of cellulase and xylanase activity by the 77513 deletion strain. Del77513 was cultivated in shake flasks in lactose containing medium in parallel with the parental strain QM9414Δmus53. Enzyme activity was measured at four different time points (3, 5, 7 and 9 days). The values are means of three biological replicates. Error bars show the standard error of the mean. Panels A and B show the volumetric and production per biomass dry weight of total cellulase activity against MUL substrate, respectively. Panels C and D show the volumetric and production per biomass dry weight of xylanase activity, respectively. MUL, 4-methylumbelliferyl-β-D-lactoside.
Figure 9Quantitative PCR analysis of cellulase and hemicellulase gene expression by the strains overexpressing gene 77513 and by the strain with gene 77513 deleted. pMH15 is harboring the expression cassette as a double-copy and pMH15(S) as a single-copy. Panels A, B, C, D, E and F show the expression levels of cbh1, cbh2, egl1, bgl1, bxl1 and axe1 genes, respectively. Expression levels are shown as normalized against the signal of sar1. RNA extracted after 3 days (blue bars) and 5 days (red bars) of cultivation was used as a template. The values are means of three biological replicates. Error bars show the standard error of the mean.
Figure 10Quantitative PCR analysis of xylanase andgene expression by the strains overexpressing gene 77513 and by the strain with gene 77513 deleted. pMH15 is harboring the expression cassette as a double-copy and pMH15(S) as a single-copy. Panels A, B, C and D show the expression levels of xyn1, xyn2, xyn3 and xyr1 genes, respectively. The expression levels are shown as normalized against the signal of sar1. RNA extracted after 3 days (blue bars) and 5 days (red bars) of cultivation was used as a template. The values are means of three biological replicates. Error bars show the standard error of the mean.
Gateway compatible primers for the cloning of the putative regulatory genes
| pMH8 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGCGCTCTTTGTCTGCTTGG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCCTATTGTTGCTGCCCGCCCCA |
| pMH9 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTACATCATGTTCTACACATGTGG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTTCACGACGGCGGTAGAGC |
| pMH10 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTCGCACTAGAGCACAATGGAGAC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTGCTACTTCTGTATACACTTAATCAC |
| pMH11 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGCCTCCAATGCCAAC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTTCATAATCAGACCAGCTCTTTC |
| pMH12 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGGGAGCAGCGCCA | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTCTAGCCGTAAATCTATGTAGTTGA |
| pMH13 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGCCACGCCCAAAAGTCCACC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTATCAGAACCCAAACGCCCGCGG |
| pMH14 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGCGTCCTCTTACGGCACTC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTGTTAGAATACTAAACTCTTCGC |
| pMH15 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGCTGCGCTACTCCCCCGTCT | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTTTAGCCAACAACGGTAGTGGA |
| pMH16 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGACCAGCTCGGACGATTCCA | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCTCAGGTGAAGGAGGGCGGTAT |
| pMH17 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGCTGGATCGCCTGCTGCTG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTACACATTCATCCCTGCGCCCAG |
| pMH18 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGCCTCTCGTTGTCGTCCCAG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCTTAATTGAGCAGCGGCTCGCG |
| pMH19 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGATCTGCAATCCTTTGACA | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCCTACAGACGCTTTCCGAAAAAG |
| pMH20 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGGCCGGCAACCGAGACAAC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTATTATATAAACGGGGCATCAAT |
| pMH21 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGTTCGAGGCACCGGATC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTCTAAGAAACATCTTCCGACCTGA |
| pMH22 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGTCCCGCCAAATCTCC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCTTACTCGGTGCTGATACTTCT |
| pMH24 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGTCGTCAAACGCTTCACCG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCCTAGCCCAAATGGCCCATATTG |
| pMH25 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGACTTCTGAAGCCCCCTCTC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCCTACTCGCCCTCTTCGCCTC |
| pMH26 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGCCGACACCCCGACTC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTTTAGAAGCCCGCCTGCTCTGC |
| pMH27 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCACAATGCCTCGCCGCGCCT | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTTCATTCATCGCCCCAGAACAA |
| pMH28 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGAACATGACGACAACGCT | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTCTATCTATAACTTGGTATTTTGC |
| pMH29 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGTAGCACATAGTCTACCCTCT | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCTCATATCGGCACCATGTCG |
| pMH30 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGCTCATCAACAACCTCGATCC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTGTCAGACGAAACGCCGCCAG |
| pMH32 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGTTCCCGTACGGTGCC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCTCACATACCCATAATCATTCCTC |
| pMH33 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGACATCAATAACGCATCCCTC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTTGCCTTCATCTCCTGGTGGAAT |
| pMH34 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGTTCGGACAGTACTCACTCG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTATTACGACAATGGCAAGATCCT |
| pMH35 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGGCCAAGAAGGCGCGTC | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTGCTAGGCGCCGTTGACGACTC |
| pMH36 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGTCCAGATTCTGTCCGCT | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTGCATCAATAGGCCGTATCAGAG |
| pMH37 | 5′GGGGACAAGTTTGTACAAAAAAGCAGGCTTGCGCATCATGACGGCCGAGTACGAAG | 3′GGGGACCACTTTGTACAAGAAAGCTGGGTCTCGTTCATGCAGCAGCAG |
Primers for the PCR screening of the overexpression strains
| pgpdA | GGCAGTAAGCGAAGGAGAATG |
| pMH8R1 | ACACGGCTTCTTATATCTCGACC |
| pMH9R3 | ATGGTCTCGATGTGGCTGCT |
| pMH10R1 | CTGCGAGAGCAGCTAGGAGC |
| pMH11R2 | CGTCGATTCGCGCTTGAACA |
| pMH12R2 | GATGCACGCCGCCATCGAGT |
| pMH13R2 | TCGTTCTCCTCGTAGATTCAG |
| pMH14R1 | GCTGGCTCTTCTCCCTCACAC |
| pMH15R3 | TGAGTATAGCGGCTGACTTGTCG |
| pMH16R3 | CTCGTTGACTTGCAGGCCTTG |
| pMH17R1 | CTGAGGGCTGTAGACGCACTC |
| pMH18R1 | TTACAGAGGTGAGACTTTCCCT |
| pMH19R1 | TTGCGTTGCGCCTTTACC |
| pMH20R3 | TCGAGACGATGCAGCGATAG |
| pMH21R1 | TGGTTCTGGATCACTCGTCA |
| pMH22R1 | TTCGTCCTCCGTCTTGAGCA |
| pMH24R2 | CTCACCTCGTCGTACACACTA |
| pMH25R1 | ATGCGGTTGACTTGACAGAT |
| pMH26R2 | GGTTGACTCTGGATGTTGGA |
| pMH27R1 | ATCTTGACGTCCTTGTCGAT |
| pMH28R1 | GCGAATCGACCAGATCGTGT |
| pMH29R1 | GTCCTTGCACCGCTTACACG |
| pMH30R2 | GTAGAAGCGCAATGCGGTGG |
| pMH32R2 | CAGATGCACGTCTTCCAGAT |
| pMH33R1 | TCTGGTCTCGATTGCTCGTG |
| pMH34R1 | CATCAGCCTCGTCTCCAGCA |
| pMH35R3 | CATCATCAATGTCCTCGAAG |
| pMH36R1 | GTCAGGATAGCGCCTGTCTG |
| pMH37R1 | GTCCGGTACAGCGTGTCAAT |
Primer named pgpdA was used in combination with the gene specific primers.
Primers for the quantitative PCR analysis
| GCGGATCCTCTTTCTCAG | ATGTTGGCGTAGTAATCATCC | |
| TCCTGGTTATTGAGCCTGAC | GCAACATTTGGAAGGTTCAG | |
| GTCTACTACGAACTCGAC | GTAGTAGTCGTTGCTATACTG | |
| GCCTCCAAGATCAGCTATCC | ACCTCCTCACCGATGAACTG | |
| AAACTACCAAACTGGCGG | TTGATGGGAGCAGAAGATCC | |
| CGGCTACTTCTACTCGTACTG | TTGATGACCTTGTTCTTGGTG | |
| TACAAGGGCAAGATTCGTG | ACTGGCTTCCAATACCGT | |
| TAAAGCAGCAATCTTCATGG | GCAGTAAGACTTGATCTTGG | |
| GTCACTCTTCCAAGCTCAG | ATCGTTACCTCTTCTCCCA | |
| GAGTATCAGCGCAACTTTAGCA | CATCGGTATAGTGCAAGAAGCTC | |
| TCTCCACCCTACTTCTGAG | CTTGTTGCCCAGGATGAC |