| Literature DB >> 28018403 |
Monica Sharma1, Rajat Sandhir2, Anuradha Singh3, Pankaj Kumar3, Ankita Mishra3, Sanjay Jachak4, Sukhvinder P Singh3, Jagdeep Singh3, Joy Roy3.
Abstract
Phenolic compounds (PCs) affect the bread quality and can also affect the other types of end-use food products such as chapatti (unleavened flat bread), now globally recognized wheat-based food product. The detailed analysis of PCs and their biosynthesis genes in diverse bread wheat (Triticum aestivum) varieties differing for chapatti quality have not been studied. In this study, the identification and quantification of PCs using UPLC-QTOF-MS and/or MS/MS and functional genomics techniques such as microarrays and qRT-PCR of their biosynthesis genes have been studied in a good chapatti variety, "C 306" and a poor chapatti variety, "Sonalika." About 80% (69/87) of plant phenolic compounds were tentatively identified in these varieties. Nine PCs (hinokinin, coutaric acid, fertaric acid, p-coumaroylqunic acid, kaempferide, isorhamnetin, epigallocatechin gallate, methyl isoorientin-2'-O-rhamnoside, and cyanidin-3-rutinoside) were identified only in the good chapatti variety and four PCs (tricin, apigenindin, quercetin-3-O-glucuronide, and myricetin-3-glucoside) in the poor chapatti variety. Therefore, about 20% of the identified PCs are unique to each other and may be "variety or genotype" specific PCs. Fourteen PCs used for quantification showed high variation between the varieties. The microarray data of 44 phenolic compound biosynthesis genes and 17 of them on qRT-PCR showed variation in expression level during seed development and majority of them showed low expression in the good chapatti variety. The expression pattern in the good chapatti variety was largely in agreement with that of phenolic compounds. The level of variation of 12 genes was high between the good and poor chapatti quality varieties and has potential in development of markers. The information generated in this study can be extended onto a larger germplasm set for development of molecular markers using QTL and/or association mapping approaches for their application in wheat breeding.Entities:
Keywords: Affymetrix wheat microarrays; Chapatti; Triticum aestivum; UPLC-QTOF-MS and -MS/MS; phenolic compounds; phenylpropanoid pathway; qRT-PCR
Year: 2016 PMID: 28018403 PMCID: PMC5156688 DOI: 10.3389/fpls.2016.01870
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Schematic overview of phenolic compounds biosynthesis pathway. PAL, Phenylalanine ammonia lyase; C4H, Cinnamate-4-hydoxylase; 4CL, 4-Coumarate CoA ligase; C3H, p-Coumaroyl shikimate 3-hydroxylase; COMT, Caffeic acid-O-methyltransferase; F5H 1, Ferulate-5-hydroxylase 1; CCoAMT, Caffeoyl CoA-O-methyl transferase; B4MO, Benzoate-4-monooxygenase; VS, Vanillin synthase; VDH, Vanillin dehydrogenase; CAD, Cinnamyl alcohol dehydrogenase; DFR, Dihydroflavonol 4- reductase; GT, Glucosyl transferase; RhaT, Rhamnosyl Transferase; F-7-GT, Flavanone 7-O-beta-glucosyltransferase; F-3′,5′-H, Flavonoid 3′,5′-hydroxylase; CHS, Chalcone synthase; CHI, Chalcone isomerase; FLS, Flavonol synthase; T, Transferase, Q3G-RhaT, Quercetin-3-O-glucoside L-rhamnosyltransferase.
Tentative identification of phenolic compounds by matching their mass with that of plants PCs using Peakview software (version 1.2.0.3).
| 1 | 0.02 | C20H18O6 | 354.35 | 355.35 | [M+H]+ | Hinokinin | Lignan | ND | C | C |
| 2 | 1.04 | C7H6O5 | 170.12 | 169.12 | [M−H]− | Gallic acid | HBA | S | S | C,S |
| 3 | 3.08 | C7H6O3 | 138.12 | 137.12 | [M−H]− | HBA | C,S | C,S | C,S | |
| 4 | 3.09 | C15H12O6 | 288.25 | 287.25 | [M−H]− | Eriodictyol | Flavanone | C | C,S | C |
| 5 | 3.78 | C7H6O4 | 154.12 | 153.12 | [M−H]− | 2,4-Dihydroxybenzoic acid | HBA | C,S | C | C |
| 6 | 3.79 | C7H6O4 | 154.12 | 153.12 | [M−H]− | 3,4-Dihydroxy benzoic acid | HBA | C,S | C | C |
| 7 | 4.05 | C7H6O2 | 122.12 | 121.12 | [M−H]− | Benzoic acid | Phenolic acid | C,S | C,S | C,S |
| 8 | 4.38 | C13H12O8 | 296.23 | 295.23 | [M−H]− | Coutaric acid | HCA | ND | ND | C |
| 9 | 4.4 | C9H6O4 | 178.14 | 177.14 | [M−H]− | Esculetin | Coumarin | C,S | C,S | C |
| 10 | 4.41 | C9H8O4 | 180.15 | 179.15 | [M−H]− | Caffeic acid | HCA | C,S | C,S | C,S |
| 11 | 4.54 | C14H14O9 | 326.25 | 325.25 | [M−H]− | Fertaric acid | HCA | ND | ND | C |
| 12 | 4.82 | C16H18O8 | 338.30 | 337.30 | [M−H]− | HCA | C | C | C | |
| 13 | 4.9 | C21H24O10 | 436.40 | 435.40 | [M−H]− | Phloridzin | Chalcone | C,S | C,S | C,S |
| 14 | 5.03 | C10H10O4 | 194.18 | 193.18 | [M−H]− | Ferulic acid | HCA | C,S | C,S | C,S |
| 15 | 5.03 | C8H8O4 | 168.14 | 167.13 | [M−H]− | Vanillic Acid | HBA | C,S | C,S | C |
| 16 | 5.06 | C9H8O2 | 148.15 | 147.15 | [M−H]− | Phenolic acid | C,S | C,S | C,S | |
| 17 | 5.11 | C20H22O8 | 390.39 | 389.39 | [M−H]− | Stilbenoid | ND | ND | C,S | |
| 18 | 5.11 | C9H8O3 | 164.16 | 163.16 | [M−H]− | HCA | C,S | S | C,S | |
| 19 | 5.18 | C16H18O9 | 354.31 | 353.31 | [M−H]− | Chlorogenic acid | HCA | C,S | C,S | C,S |
| 20 | 5.2 | C9H6O2 | 146.14 | 147.14 | [M+H]+ | Coumarin | Coumarin | C,S | C,S | C,S |
| 21 | 5.41 | C21H20O11 | 448.37 | 447.37 | [M−H]− | Orientin/Isoorientin | Flavone | C,S | ND | C,S |
| 22 | 5.41 | C27H30O16 | 610.51 | 609.51 | [M−H]− | Rutin | Flavonol | C,S | C,S | C |
| 23 | 5.45 | C11H14O4 | 210.22 | 209.22 | [M−H]− | Sinapyl alcohol | HCA | C,S | C,S | C,S |
| 24 | 5.56 | C8H8O3 | 152.15 | 151.15 | [M−H]− | Vanillin | HBA | C,S | C,S | C,S |
| 25 | 5.58 | C11H12O5 | 224.21 | 223.21 | [M−H]− | Sinapic acid | HCA | C,S | C,S | C,S |
| 26 | 5.77 | C15H12O5 | 272.25 | 271.25 | [M−H]− | Naringenin | Flavanone | C,S | C,S | C,S |
| 27 | 5.77 | C25H24O12 | 516.45 | 517.45 | [M+H]+ | 1,5-Dicaffeoyl quinic acid | HCA | C,S | C,S | C,S |
| 28 | 5.77 | C27H30O15 | 594.52 | 595.52 | [M+H]+ | Apigenin-6/8-C-pentoside-8/6-C-hexoside | Flavone | S | C,S | C,S |
| 29 | 5.84 | C28H34O15 | 610.57 | 611.57 | [M+H]+ | Hesperidin | Flavanone | C,S | C,S | C,S |
| 30 | 6.01 | C21H20O12 | 464.37 | 465.37 | [M+H]+ | Quercetin-4′-O-glucoside | Flavonol | C,S | C,S | C |
| 31 | 6.08 | C21H22O10 | 434.39 | 435.39 | [M+H]+ | Naringenin-7-O-glucoside | Flavanone | C,S | C,S | C,S |
| 32 | 6.09 | C7H6O3 | 138.12 | 139.12 | [M+H]+ | Salicylic acid | HBA | C,S | C,S | C,S |
| 33 | 6.15 | C15H14O5 | 274.26 | 275.26 | [M+H]+ | Phloretin | Chalcone | C,S | C,S | C,S |
| 34 | 6.23 | C21H22O8 | 402.39 | 403.39 | [M+H]+ | Nobiletin | Flavone | C,S | C,S | C,S |
| 35 | 6.24 | C15H11O6 | 287.24 | 288.24 | [M+H]+ | Cyanidin | Anthocyanidin | C,S | ND | C,S |
| 36 | 6.41 | C15H14O5 | 274.26 | 275.26 | [M+H]+ | Apiforol | Flavanol | C,S | C,S | C,S |
| 37 | 6.96 | C15H10O7 | 302.23 | 303.23 | [M+H]+ | Quercetin | Flavonol | C,S | C,S | C,S |
| 38 | 7.22 | C15H10O6 | 286.23 | 287.23 | [M+H]+ | Luteolin | Flavone | C,S | ND | C,S |
| 39 | 7.26 | C16H12O6 | 300.26 | 299.26 | [M−H]− | Kaempferide | Flavonol | ND | ND | C |
| 40 | 7.58 | C9H10O3 | 166.17 | 165.17 | [M−H]− | Acetovanillone | HBA | C,S | C,S | C,S |
| 41 | 7.77 | C15H10O6 | 286.23 | 285.23 | [M−H]− | Kaempferol | Flavonol | C,S | S | C,S |
| 42 | 8.17 | C14H12O4 | 244.25 | 245.25 | [M+H]+ | Piceatannol | Stilbenoid | C,S | C,S | C,S |
| 43 | 8.2 | C16H12O7 | 316.26 | 315.26 | [M+H]+ | Isorhamnetin | Flavonol | C | C | C |
| 44 | 8.56 | C21H21O9 | 417.38 | 416.38 | [M−H]− | Apigenindin-5-O- glucoside | Anthocyanidin | C,S | C,S | C,S |
| 45 | 8.63 | C20H22O9 | 406.38 | 407.38 | [M+H]+ | Astringin | Stilbenoid | C,S | C,S | C,S |
| 46 | 8.84 | C27H30O14 | 578.52 | 579.52 | [M+H]+ | Isovitexin-2′-O-rhamnoside | Flavone | C,S | C,S | C,S |
| 47 | 9.17 | C20H20O7 | 372.37 | 373.37 | [M+H]+ | Sinensetin | Flavone | C,S | ND | ND |
| 48 | 12.21 | C22H23O11Cl | 498.87 | 499.87 | [M+H]+ | Peonidin-3-glucoside | Anthocyanidin | C,S | S | C,S |
| 49 | 12.21 | C21H21O10Cl | 468.84 | 467.84 | [M−H]− | Pelargonidin-3-glucoside (callistephin) | Anthocyanidin | ND | S | C |
| 50 | 12.23 | C15H14O6 | 290.26 | 289.26 | [M−H]− | Catechin | Flavanol | C,S | C,S | S |
| 51 | 13.13 | C21H21O11 | 449.38 | 448.38 | [M−H]− | Cyanidin-3-galactoside | Anthocyanidin | C,S | C,S | C,S |
| 52 | 13.13 | C21H22O8 | 402.39 | 401.39 | [M−H]− | Glycosylated pinosylvin | Stilbenoid | C,S | C,S | C,S |
| 53 | 13.14 | C23H24O12 | 492.43 | 491.43 | [M−H]− | Glycosylated 3′,4′,5′-trihydroxy-3,7-dimethylflavone | Flavone | C,S | S | C,S |
| 54 | 13.15 | C17H14O7 | 330.29 | 331.29 | [M+H]+ | Tricin | Flavone | S | ND | ND |
| 55 | 13.16 | C15H11O4 | 255.24 | 256.24 | [M+H]+ | Apigenindin | Anthocyanidin | S | ND | ND |
| 56 | 13.16 | C22H18O10 | 442.37 | 443.37 | [M+H]+ | Epigallocatechin gallate | Flavanol | ND | ND | C |
| 57 | 13.69 | C26H28O14 | 564.49 | 563.49 | [M−H]− | Apiin | Flavone | C,S | C,S | C,S |
| 58 | 14.05 | C21H22O12 | 466.39 | 465.39 | [M−H]− | Taxifolin-7-glucoside | Flavanonol | C,S | C,S | C,S |
| 59 | 14.14 | C21H18O13 | 478.35 | 479.35 | [M+H]+ | Quercetin-3-O-glucuronide | Flavonol | S | S | ND |
| 60 | 14.16 | C22H18O11 | 458.37 | 459.37 | [M+H]+ | Catechin gallate | Flavanol | C | ND | ND |
| 61 | 14.31 | C28H32O15 | 608.54 | 607.54 | [M−H]− | Methylisoorientin-2′-O-rhamnoside | Flavone | ND | ND | C |
| 62 | 14.31 | C26H28O14 | 564.49 | 563.49 | [M−H]− | Apigenin-6-C-arabinoside-8-C-hexoside | Flavone | C,S | C,S | C,S |
| 63 | 15.07 | C21H20O13 | 480.37 | 481.37 | [M+H]+ | Myricetin-3-glucoside | Flavonol | ND | S | ND |
| 64 | 15.33 | C22H26O8 | 418.43 | 419.43 | [M+H]+ | Syringaresinol | Lignan | C | ND | ND |
| 65 | 15.45 | C27H32O14 | 580.34 | 581.34 | [M+H]+ | Naringin | Flavanone | C | C,S | ND |
| 66 | 15.6 | C7H6O2 | 122.12 | 123.12 | [M+H]+ | HBA | C,S | C,S | C,S | |
| 67 | 15.91 | C26H28O15 | 580.49 | 581.49 | [M+H]+ | Luteolin-6/8-C-xyloside-8/6-C-glucoside | Flavone | S | ND | C |
| 68 | 16.11 | C27H31O15 | 595.52 | 594.52 | [M−H]− | Cyanidin-3-rutinoside | Anthocyanidin | C | C | C |
| 69 | 16.22 | C21H21O11 | 449.38 | 448.38 | [M−H]− | Cyanidin-3-glucoside (kuromanin) | Anthocyanidin | C,S | C,S | C,S |
RT, Retention time; ND, Not detected; C, “C 306” a good chapatti (unleavened flat bread) bread wheat variety; S, “Sonalika” a poor chapatti bread wheat variety.
The detail of plant PCs is provided in Supplementary Table .
Figure 2Total ion chromatograms (TIC) generated on UPLC-QTOF-MS showing peaks of phenolic compounds in the acidic extract of the poor chapatti (unleavened flat bread) bread wheat variety, “Sonalika.” Y-axis and X-axis represent signal intensity (counts per second, cps) and retention time (RT), respectively.
Figure 3Chromatograms of UPLC-QTOF-MS/MS showing retention time (RT) and MS/MS fragmentation of “Quercetin” using its standard (A) and in sample (B).
Validation of the tentatively identified phenolic compounds using their standards on UPLC-QTOF-MS/MS.
| Vanillic acid | 168.0422 | 167.0422 | 8.377 | −170.350 | 0.9614 | 0.3 | 0.4 | 167 | 167, 152, 123, 108 |
| Vanillin | 152.0473 | 151.0473 | 53.105 | −19.293 | 0.9985 | 0.2 | 0.4 | 151 | 151, 136, 108, 92 |
| Ferulic acid | 194.0579 | 193.0579 | 113.846 | 2442.610 | 0.9349 | 0.3 | 0.4 | 193 | 193, 178, 134 |
| 164.0473 | 163.0473 | 244.990 | 859.603 | 0.9956 | 0.3 | 0.4 | 163 | 163, 119, 93 | |
| Caffeic acid | 180.0422 | 179.0422 | 1120.833 | −2045.589 | 0.9996 | 0.2 | 0.4 | 179 | 179, 135, 89 |
| Quercetin | 302.0426 | 301.0426 | 1052.024 | 3.418 | 0.9892 | 0.3 | 0.4 | 301 | 301, 273, 178, 151 |
| Rutin | 610.1533 | 609.1533 | 819.436 | 2068.880 | 0.9960 | 0.3 | 0.4 | 609 | 609, 301, 271 |
| Salicylic acid | 138.0316 | 137.0316 | 96.887 | 8378.975 | 0.9992 | 0.1 | 0.3 | 137 | 137, 93 |
| Chlorogenic acid | 354.0950 | 353.0950 | 550.314 | 1604.424 | 0.9983 | 0.2 | 0.4 | 353 | 353, 263, 190, 146, 102 |
| 2,4-dihydroxybenzoic acid | 154.0266 | 153.0266 | 86.953 | −511.931 | 0.9982 | 0.2 | 0.3 | 153 | 153, 108 |
| Nobiletin | 402.1314 | 401.1314 | 13.610 | −48.786 | 0.9995 | 0.6 | 1.0 | 401 | 401, 341, 189 |
| Hesperidin | 610.1897 | 611.1897 | 1455.044 | 553.506 | 0.9948 | 0.6 | 0.8 | 611 | 611, 465, 303 |
| Sinapic acid | 224.0684 | 225.0684 | 37.385 | −35.751 | 0.9974 | 0.6 | 0.8 | 223 | 223, 208, 193, 149, 121 |
| 138.0316 | 139.0316 | 13.630 | 49.741 | 0.9982 | 0.5 | 1.0 | 139 | 139, 121, 99, 75 |
Experimental mass that was obtained after addition or deletion of H+ or H− ion;
R2, coefficient of determination obtained through regression analysis;
LOD, Limit of detection;
LOQ, Limit of quantitation;
MS/MS, mass of the ions produced from fragmentation of precursor ion; Phenolic compounds were detected in negative mode of ionization except the compounds marked with
in positive mode of ionization.
Figure 4Chemical structures of 14 phenolic compounds used for validation and quantification in the six extracts of two diverse bread wheat (.
Precision (%) (Relative standard deviation in percentage) of phenolic compounds.
| Vanillic acid | 50 | 0.71 | 1.21 | 0.22 | 1.16 |
| 500 | 0.61 | 0.89 | 1.42 | 3.46 | |
| 1000 | 0.88 | 2.14 | 1.61 | 4.13 | |
| Vanillin | 50 | 0.42 | 1.04 | 1.46 | 2.71 |
| 500 | 2.18 | 2.39 | 1.72 | 4.02 | |
| 1000 | 2.08 | 3.06 | 1.74 | 2.93 | |
| Ferulic acid | 50 | 0.97 | 1.49 | 2.07 | 4.11 |
| 500 | 0.97 | 1.99 | 1.91 | 3.13 | |
| 1000 | 1.07 | 1.89 | 0.8 | 2.81 | |
| 50 | 0.63 | 1.54 | 1.04 | 2.19 | |
| 500 | 1.58 | 1.72 | 0.54 | 2.87 | |
| 1000 | 0.52 | 0.65 | 1.09 | 3.22 | |
| Caffeic acid | 50 | 0.71 | 0.98 | 1.24 | 3.25 |
| 500 | 0.71 | 0.86 | 0.58 | 2.92 | |
| 1000 | 0.71 | 2.06 | 1.83 | 2.91 | |
| Quercetin | 50 | 0.82 | 0.99 | 0.67 | 2.79 |
| 500 | 0.78 | 1 | 0.98 | 1.74 | |
| 1000 | 0.15 | 0.66 | 1.96 | 2.79 | |
| Rutin | 50 | 0.2 | 1.3 | 0.74 | 3.26 |
| 500 | 0.2 | 1.45 | 1.24 | 3.24 | |
| 1000 | 0.2 | 1.47 | 0.9 | 3.3 | |
| Salicylic acid | 50 | 0.09 | 1.1 | 0.92 | 2.31 |
| 500 | 0.97 | 1.77 | 0.81 | 3.18 | |
| 1000 | 0.7 | 1.45 | 1.64 | 3.84 | |
| Chlorogenic acid | 50 | 0.36 | 1.25 | 0.87 | 3.23 |
| 500 | 0.36 | 1.12 | 1.74 | 3.72 | |
| 1000 | 0.36 | 2.15 | 1.08 | 3.57 | |
| 2,4-dihydroxybenzoic acid | 50 | 1.39 | 3.27 | 1.57 | 2.1 |
| 500 | 1.46 | 1.78 | 1.38 | 3.27 | |
| 1000 | 1.18 | 1.7 | 1.84 | 3.61 | |
| 50 | 0.09 | 0.43 | 1.35 | 1.99 | |
| 500 | 0.17 | 0.32 | 1.56 | 3.44 | |
| 1000 | 0.7 | 0.81 | 0.99 | 2.82 | |
| Hesperidin | 50 | 0.98 | 2.45 | 1.93 | 3.41 |
| 500 | 0.87 | 2.13 | 1.7 | 4.09 | |
| 1000 | 1.06 | 1.37 | 1.52 | 3.62 | |
| Sinapic acid | 50 | 0.37 | 1.77 | 0.5 | 2.65 |
| 500 | 0.1 | 0.88 | 0.91 | 3.1 | |
| 1000 | 0.27 | 0.54 | 2.2 | 3.26 | |
| Nobilitin | 50 | 1.69 | 3.01 | 1.96 | 3.23 |
| 500 | 0.51 | 1.67 | 0.26 | 2.15 | |
| 1000 | 1.71 | 2.02 | 1.4 | 3.58 | |
Intraday, data were taken in triplicates at three different intervals within the same day;
Interday, data were taken in triplicates at 3 consecutive days.
Quantification (μg/100 g, mean ± .
| 4-hydroxybenzoic acid | 2.76a ± 0.09 | 8.31b ± 0.12 | 2.87b ± 0.07 | 24.57c ± 0.15 | 79.12e ± 1.08 | 11.13d ± 0.01 |
| Vanillic acid | 7.54a ± 0.07 | 23.43c ± 0.14 | 0.86b ± 0.09 | 83.56d ± 0.44 | 169.21f ± 0.09 | 39.25e ± 0.71 |
| Vanillin | 2.29a ± 0.09 | 5.98c ± 0.11 | 0.82b ± 0.02 | 22.33d ± 0.62 | 104.88f ± 0.91 | 11.07e ± 0.08 |
| Ferulic acid | 1.85a ± 0.00 | 12.64c ± 0.07 | 28.42d ± 0.67 | 232.64f ± 2.24 | 26.23e ± 0.17 | |
| 1.42a ± 0.02 | 6.02c ± 0.03 | 0.30b ± 0.01 | 15.60d ± 0.14 | 72.48e ± 0.03 | 15.47d ± 0.09 | |
| Caffeic acid | 2.02a ± 0.02 | 05.43c ± 0.03 | 1.20b ± 0.00 | 18.10d ± 0.42 | 46.88f ± 0.25 | 9.63e ± 0.38 |
| Quercetin | N.D | N.D | N.D | 22.97b ± 0.89 | 116.57d ± 0.29 | 6.87c ± 0.71 |
| Rutin | 1.53a ± 0.10 | 3.85c ± 0.17 | 0.49b ± 0.14 | 20.62d ± 1.24 | 105.58f ± 0.49 | 9.64e ± 0.42 |
| Salicylic acid | 3.24a ± 0.19 | 13.78c ± 0.69 | 1.02b ± 1.10 | 60.11d ± 2.00 | 195.15f ± 1.01 | 28.59e ± 0.57 |
| Chlorogenic acid | 1.17a ± 0.07 | 4.82a ± 0.17 | 0.03b ± 0.01 | 17.01c ± 0.47 | 85.86d ± 1.69 | 8.89e ± 0.21 |
| 2,4-dihydroxybenzoic acid | 1.85a ± 0.06 | 3.42b ± 0.34 | 1.43a ± 0.03 | 13.67c ± 0.54 | 84.88e ± 1.48 | 6.83d ± 0.20 |
| Hesperidin | 0.16a ± 0.03 | 0.29b, c ± 0.11 | 0.05a, b ± 0.02 | 00.80c ± 0.03 | 2.89e ± 0.21 | 00.39d ± 0.01 |
| Nobiletin | 1.87a ± 0.11 | 2.88b ± 0.11 | 1.47a ± 0.06 | 10.28c ± 0.21 | 51.59e ± 0.50 | 6.93d ± 0.12 |
| Sinapic acid | 1.73a ± 0.11 | 6.29b ± 0.14 | 1.76a ± 0.07 | 16.30c ± 0.22 | 67.68e ± 0.55 | 8.09d ± 0.13 |
N.D, not detected;
concentration in (μg/100 g). The letters “a–f” next to the average values are based on Duncan mean value test. The mean values with same letter are not statistically significantly different (p < 0.05), whereas those with different letter are statistically significantly different.
Figure 5Heat map of the expression level of 91 probe sets of 41 phenolic compound biosynthesis pathway genes at three seed developmental stages (7, 14, and 28 days after anthesis DAA) in three replications (Rep_1, Rep_2, and Rep_3) in the two good chapatti (unleavened flat bread) bread wheat varieties, “C 306” and “Lok1” and two poor chapatti varieties, “Sonalika” and “WH 291.” The expression data of the genes were extracted from the microarray data of Singh et al. (2014). The heat map was generated using Genevestigator software (https://genevestigator.com/).
Differential expression level (at least 1.5-fold change) of phenolic compound biosynthesis pathway genes between two diverse bread wheat varieties, “C306” and “Sonalika,” differing for chapatti (unleavened flat bread) quality during seed development (7, 14, and 28 days after anthesis, DAA).
| Ta.20429.1.S1_at | 2 BL | 1.2 | −3.9 | −2.1 |
| Ta.28046.1.A1_at | 2 BL | −1.2 | −2.8 | −3.9 |
| Ta.28182.1.A1_x_at | 1 DS | 1.0 | −1.6 | −1.9 |
| Ta.7022.1.S1_at | 2 DS | −1.7 | −1.7 | −1.9 |
| Ta.9220.1.S1_a_at | 4 AL | 1.1 | −1.5 | −2.8 |
| TaAffx.131379.1.A1_at | 2 DS | 1.1 | −2.4 | −2.1 |
| TaAffx.45277.1.S1_x_at | 2 AS | 1.4 | −1.8 | −2.3 |
| TaAffx.92008.1.A1_at | 2 AL | −1.1 | −2.0 | −2.3 |
| Ta.9643.2.S1_x_at | 3B | −1.2 | −1.8 | −4.6 |
| Ta.21061.1.S1_at | 7AL | 1.2 | 1.2 | −2.0 |
| Ta.5623.1.S1_x_at | 6 AS | 1.7 | −1.3 | −2.2 |
| Ta.13798.1.S1_at | 6 AS | 1.2 | −1.9 | −5.0 |
| Ta.2659.1.S1_at | 5 BL | −1.2 | −1.3 | 1.6 |
| Ta.28595.1.A1_at | 7 BL | −1.2 | 2.0 | 1.1 |
| Ta.11342.1.A1_at | 6 BS | 1.8 | 1.6 | −1.0 |
| Ta.5657.1.S1_at | 3 AL | −1.0 | 1.6 | 1.3 |
| Ta.8548.1.A1_at | 7 DL | −1.5 | 3.3 | −1.8 |
| Ta.13990.1.S1_at | 5 AL | −1.2 | −3.3 | −6.3 |
| Ta.336.2.S1_at | 7 DL | −1.3 | −4.7 | −3.8 |
| Ta.4350.1.A1_at | 3 DL | 1.0 | 1.0 | −1.5 |
| Ta.18653.1.S1_at | 7 DS | 1.0 | −2.8 | −3.3 |
| Ta.4917.1.S1_at | 7 AS | 1.0 | −1.2 | −1.7 |
| Ta.9434.1.A1_at | 7 AS | 1.0 | −2.1 | −1.2 |
| Ta.254.1.S1_s_at | 6 AL | 1.0 | 1.7 | −2.4 |
| Ta.2955.2.A1_at | 7 DL | 1.2 | 1.8 | 1.4 |
| Ta.23042.2.S1_at | 2 DS | −1.4 | −1.0 | −1.6 |
| Ta.25295.1.S1_at | 2 DS | −1.1 | 3.3 | 1.2 |
| TaAffx.111873.1.S1_at | 7 DS | −1.1 | 1.1 | 2.8 |
| Ta.11022.1.S1_a_at | 6 AS | −2.3 | −2.0 | −2.5 |
| TaAffx.55278.1.S1_x_at | 2 BL | 1.0 | 1.1 | −3.0 |
| Ta.9172.1.S1_at | 2 BL | 1.1 | −5.5 | 7.1 |
| Ta.7223.2.S1_at | 4 BL | −1.4 | −1.9 | −1.5 |
| Ta.25327.1.A1_at | 6 BL | 2.8 | 2.0 | −2.5 |
| TaAffx.78702.1.S1_at | 5 BS | 1.3 | 1.4 | −2.1 |
| Ta.1020.2.A1_x_at | 1 BL | −1.8 | −1.2 | −1.7 |
| Ta.1727.2.S1_at | 2 DS | −1.1 | −1.5 | −1.3 |
| Ta.12568.2.S1_x_at | 7 BS | 1.0 | −1.4 | −1.5 |
| Ta.2001.1.S1_at | 3 DS | −1.1 | 1.7 | 4.1 |
| Ta.30441.1.A1_at | 2 BS | −1.5 | 2.5 | 1.3 |
| Ta.4436.1.S1_at | 4 AS | 1.7 | 1.4 | 1.3 |
| TaAffx.80118.1.S1_at | 3 DS | −19.4 | −30.5 | −48.5 |
| Ta.7143.2.S1_x_at | 1 AS | 2.6 | −1.3 | 1.4 |
| TaAffx.114126.1.S1_at | 7 AL | 1.2 | −1.7 | 1.5 |
| Ta.9164.1.S1_at | 5 BL | 1.4 | −2.5 | −1.2 |
Chr, chromosome.
The gene expression data was produced on the wheat microarrays (Singh et al., .
Detailed information of primers for 17 phenolic compound biosynthesis pathway genes for real-time quantitative gene expression analysis (qRT-PCR).
| Phenylalanine ammonia lyase (PAL 5) | Ta.28046.1.A1_at | 2BL | F | AGGAGCGCCGTGGAGAATGGCACT | 625 | 141 |
| R | CTCTTCGCCAGGAGACCGCGTCTT | 625 | ||||
| Cinnamate 4-hydroxylase (C4H1) | Ta.9643.2.S1_x_at | 3B | F | CATCCCGCTGCTGGTGCCCCA | 625 | 123 |
| R | TCCACTGCTCCGGGTTGTTGGCGA | 625 | ||||
| Ta.5623.1.S1_x_at | 6AS | F | CTACAAGAGGATCCACAAGGT | 524 | 159 | |
| R | TGCTGGCTGGCTGAGTGCCTG | 602 | ||||
| Ta.20769.1.S1_x_at | 1AL | F | TCGCTGCTCCCGTTCGCCATC | 602 | 134 | |
| R | GGCTTGATCTGCCGCAGGTTG | 583 | ||||
| Caffeoyl-CoA O-methyltransferase 1 (CCoMT1) | Ta.18653.1.S1_at | 4AL | F | TGCTGATCAAGATGGCGGGCG | 583 | 129 |
| R | ACTCGCGGTCGGTGTCGATGG | 602 | ||||
| Cinnamoyl-CoA reductase (CCR) | Ta.13990.1.S1_at | 5BL | F | TATACGAGACGGTGAAGAGCCTCC | 591 | 180 |
| R | GTCCCATAGAATTAACTAGCCGACAGC | 597 | ||||
| Cinnamyl alcohol dehydrogenase (CAD) | Ta.13798.1.S1_at | 6AS | F | GGTGCTCCAGTTCTGCGTCGACAA | 608 | 157 |
| R | TCAGGCGGCGTCCTCGATGTT | 583 | ||||
| Ferulate 5-hydroxylase 1 (F5H1) | Ta.Affx108591.1.S1_x_at | 1BL | F | ACACCGTCGAATCGAACACCCAAG | 591 | 147 |
| R | CGAAGACCACCGAGGCGACGAACA | 625 | ||||
| Caffeic acid -O-methyl transferase (COMT) | Ta.336.2.S1_at | 7DL | F | AAGAACGCCATCGAGCTGGGTCTC | 608 | 180 |
| R | CTCCTCCATCGTGCACGACACCAC | 625 | ||||
| Chalcone synthase (CHS) | Ta.9172.1.S1_at | 2AL | F | CTTCCACCTGCTCAAGGACGTGCC | 625 | 267 |
| R | GAGCGCTTGCGCATCTCATCCATG | 608 | ||||
| Flavonol synthase1 (FLS1) | Ta.25327.1.A1_at | 6AL | F | GGTGTTCAAGGACGGATGCTGGTA | 591 | 157 |
| R | CGGCCACGACATCCGCGTCTT | 602 | ||||
| Flavone synthase (FNS) | Ta.9332.1.S1_x_at | 5DL | F | TGATGGGCAAGAAGTACCTGGAGA | 574 | 166 |
| R | TACCCCTGCAGGTCCATCCAG | 583 | ||||
| 1,2 Rhamnosyl transferase (1,2 RhaT) | Ta.30441.1.A1_at | 2BS | F | CGGCCGTTCTTCGTCGTGCTCAA | 606 | 134 |
| R | GCTGCTGCACCCACCCCGTGT | 622 | ||||
| Benzoate 4-monoxygenase (B4MO) | Ta.254.1.S1_s_at | 6DL | F | CGCCGAGGACATGCACGAGTG | 602 | 199 |
| R | GAAGACGCCGTGCCAGAAGGG | 602 | ||||
| Quercetin-3-O-glucoside L–Rhamnosyl transferase (Q3-GRhaT) | Ta.Affx139860.1.A1_at | 3B | F | GGCACGCGGGATGGTGGTTTC | 602 | 142 |
| R | GGTCCAGCTCAGCATCGTCAC | 583 | ||||
| Vanillin dehydrogenase (VDH) | Ta.2955.2.A1_at | 7DL | F | ACTACATCGAGCCCACGGTTTTCA | 574 | 140 |
| R | GTACCTCGTGTCGTTGGCCCT | 642 | ||||
| Vanillin synthase (VS) | Ta.Affx107168.1.S1_x_at | 5BL | F | CTTCCATCCCAGGCATTTGAGTAC | 574 | 216 |
| R | GATCACCTCAAAGGCAACACTCAC | 574 |
The primer pairs were designed using the probe sets of GeneChip®; Wheat Genome Array (Affymetrix, Santa Clara, USA) corresponding to eighteen phenylpropanoid pathway genes.
Chromosome (Chr) mapping was done using IWGSC's wheat genome sequences;
F, forward and R, reverse primer.
Differential expression (fold change) of 17 phenolic compound biosynthesis pathway genes at mid and late stages (14 DAA and 28 DAA, days after anthesis) of seed development between two diverse bread wheat varieties, “C306” and “Sonalika,” differing for chapatti (unleavened flat bread) quality.
| Phenylalanine ammonia lyase (PAL) | Ta.28046.1.A1_at | 4.4, 1.1 | 4.0, 0.7 |
| Ta.5623.1.S1_x_at | −5.0, 1.6 | 4.1, 3.6 | |
| Ferulate 5 hydroxylase 1 (F5H1) | Ta.Affx.108591.1.S1_x_at | 4.0, 2.0 | −1.1, 0.1 |
| Caffeoyl CoA O-methyltransferase (CCoMT1) | Ta.18653.1.S1_at | 13.5, 2.9 | −4.4, 0.7 |
| Chalcone synthase (CHS) | Ta.9172.1.S1_at | −1.3, 0.0 | 2.3, 0.1 |
| Cinnamoyl CoA reductase (CCR) | Ta.13990.1.S1_at | −87.3, 3.7 | −12.9, 3.5 |
| Cinnamate-4-hydroxylase 1 (C4H1) | Ta.9643.2.S1_x_at | −20.0, 5.2 | −10.9, 2.6 |
| Cinnamyl alcohol dehydrogenase (CAD) | Ta.13798.1.S1_at | −3.8, 0.1 | −2.7, 0.2 |
| 1,2-rhamnosyltransferase (1,2 RhaT) | Ta.30441.1.A1_at | −3.1, 0.4 | −4.2, 1.1 |
| Benzoate-4-monoxygenate (B4MO) | Ta.254.1.S1_s_at | −5.3, 1.9 | −62.6, 40.8 |
| Caffeic acid -o-methyl transferase (COMT) | Ta.336.2.S1_at | −10.4, 2.9 | 130.1, 15.4 |
| Flavone synthase (FNS) | Ta.9332.1.S1_x_at | −4.8, 2.0 | −4.1, 1.3 |
| Flavonol synthase 1 (FLS 1) | Ta.25327.1.A1_at | −3.8, 2.0 | −38.8, 17.3 |
| Ta.20769.1.S1_x_at | −6.9, 1.7 | −8.4, 3.1 | |
| Quercetin- 3-O-glucoside l –rhamnosyltransferase (Q3-RhaT) | Ta.Affx.139860.1.A1_at | −8.1, 2.8 | −6.1, 2.0 |
| Vanillin dehydrogenase (VDH) | Ta.2955.2.A1_at | −33.2, 5.1 | −10.4, 2.7 |
| Vanillin synthase (VS) | Ta.Affx.107168.1.S1_x_at | −5.6, 1.4 | −3.8, 0.4 |
The data was produced on qRT-PCR.