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Comparative RNA-Seq analysis to understand anthocyanin biosynthesis and regulations in Curcuma alismatifolia Cover

Comparative RNA-Seq analysis to understand anthocyanin biosynthesis and regulations in Curcuma alismatifolia

Open Access
|May 2022

Figures & Tables

Figure 1

RNA-Seq data expression profiles in C. alismatifolia colour bracts. (A) Phenotypes of ‘Dutch Red’ at three typical development stages and ‘Chocolate’ at the blossomed stage. (B) Numbers of transcripts in the four bract samples. (C) Principal component analysis of the RNA-Seq data. (D) Venn diagram of the RNA-Seq data from the four bract samples. BF, blossomed flowering; HF, half-flowering; FPKM, fragments per kilobase of transcript per million mapped reads.

Table 1

Summary of assembly results for ‘Dutch Red’ at three development stages and ‘Chocolate’ at the blossomed stage.

FeaturesSFHFBFYF
Total raw reads (Mb)45.2448.4652.9845.47
Total clean reads (Mb)44.4747.5552.1044.63
Total clean bases (Gb)6.597.057.756.61
Clean reads Q20 (%)98.2798.2398.3498.40
Clean reads Q30 (%)94.6394.5694.8395.01
Clean reads (pair reads)22.2423.7826.0522.31
Mapped reads16,378,83017,511,18719,200,45816,316,551
Mapped ratio (%)73.6673.6673.6973.13
Total number of transcripts159,687
Total number of unigenes69,453
Total sequence base197,307,177
Average length of transcripts1,236
N50 value of transcripts1,830
E90N50 value of transcripts1,921
GC (%)42.49
TransRate score0.30
BUSCO score60.1% (3.5%)

[i] Q20: The rate of bases whose quality is greater than 20; Q30: The rate of bases whose quality is greater than 30; N50: A weighted median statistic in which 50% of the total length is contained in unigenes greater than or equal to this value; E90N50: A weighted median statistic in which 50% of the total length is contained in the top 90% unigenes greater than or equal to this value; GC (%): The percentage of G and C bases in all unigenes; TransRate: Score the assembly results with transrate; BUSCO: Score the assembly integrity with BUSCO.

[ii] BF, blossomed flowering; HF, half-flowering.

Figure 2

(A) Distributions and (B) KEGG analysis of DEGs identified from pairwise comparisons between different developmental stages and between varieties. The FDR value is the multiple hypothesis test-corrected p-value. The FDR value is in the range of [0–1]. The closer that number is to 0, the more significant the enrichment. The rich factor refers to the ratio of the number of genes among the DEGs located in a number of pathways to the total number of genes in the pathway entries in all of the annotated genes. The greater the rich factor, the greater the degree of enrichment. BF, blossomed flowering; DEGs, differentially expressed genes; FDR, false-discovery rate; HF, half-flowering; KEGG, Kyoto Encyclopedia of Genes and Genomes.

Figure 3

Comparisons of DEGs. (A) Heatmap comparison of DEGs in the most enriched KEGG pathways during the three development stages. (B) Heatmap comparison of DEGs in the most enriched KEGG pathways between ‘Chocolate’ and ‘Dutch Red’. DEGs, differentially expressed genes; KEGG, Kyoto Encyclopedia of Genes and Genomes.

Table 2

Putative structural genes in anthocyanin biosynthesis identified from DEGs.

UnigeneAnnotationFPKM-SFFPKM-HFFPKM-BFLog2 Ratio (BF/SF)FPKM-YFLog2 Ratio (BF/YF)
DN17923_c1_g3CHS-like protein2,593.01,906.1185.4−3.802,667.3−3.8
DN16695_c0_g5CHS80.4760.5298.41.92,187.2−2.9
DN10857_c0_g4Probable chalcone – flavonone isomerase 3 isoform X1 (CHI)501.8344.738.0−3.7561.0−3.9
DN15898_c0_g1Chalcone – flavonone isomerase (CHI)152.8139.520.0−2.9237.0−3.6
DN14172_c2_g1F3H976.4886.8232.7−2.11,440.4−2.6
DN22055_c1_g3Flavonol synthase/F3H5.17.311.91.21.43.1
DN22236_c1_g1Flavonol synthase/F3H296.2125.13.0−6.6257.7−6.4
DN16064_c1_g1Flavonoid 3′,5′-hydroxylase 1-like (F3′5′H)1,422.91,389.61,138.9−0.364.04.2
DN8362_c0_g1Flavonoid 3′,5′-hydroxylase 1-like (F3′5′H)6.614.12.3−1.520.0−3.1
DN14193_c0_g5DFR7.58.82.4−1.618.5−2.9
DN16691_c4_g1DFR67.8259.7117.8−0.8570.8−2.3
DN12990_c1_g6Anthocyanidin reductase (ANR)64.7331.390.80.5323.2−1.8
DN13257_c0_g1Anthocyanidin reductase (ANR)27.8249.585.31.6277.8−1.7
DN12119_c3_g2Anthocyanidin 3-O-glucosyltransferase 7-like flavonoid 3-O-glucosyltransferase (UFGT)191.51222.958.1−1.7250.30.38
DN13065_c1_g1Anthocyanin 3′-O-beta-glucosyltransferase-like (UFGT)3.742.60.24−4.011.2−5.54
DN13592_c1_g3Anthocyanidin 3-O-glucosyltransferase-like (UFGT)155.842.53.1−5.67196.8−6.0

[i] BF, blossomed flowering; CHI, chalcone isomerase; CHS, chalcone synthase; DEGs, differentially expressed genes; DFR, dihydroflavonol 4-reductase; F3H, flavanone-3-hydroxylase; F3′5′H, flavonoid 3′,5′-hydroxylase; FPKM, fragments per kilobase of transcript per million mapped reads; HF, half flowering.

Figure 4

The anthocyanin biosynthesis process with its core metabolites and enzymes and the expression levels of core enzyme genes. Enzyme names and expression patterns are indicated at the side of each step. Colour boxes from left to right represent unigenes showing lower or higher expression level in the colour bracts of ‘Dutch Red’ of SF, HF, BF and YF, respectively. ANS, anthocyanidin synthase; BF, blossomed flowering; CHI, chalcone isomerase; CHS, chalcone synthase; C4H, cinnamate-4-hydroxylase; DFR, dihydroflavonol 4-reductase; F3H, flavanone-3-hydroxylase; F3′5′H, flavonoid 3′,5′-hydroxylase; HF, half-flowering; PAL, phenylalanine ammonia lyase.

Figure 5

Distribution and selection of key differently expressed TFs associated with anthocyanin biosynthesis. (A) Distribution of TF family of unigenes. (B) Clustering heat maps of significantly enriched differently expressed TFs including MYB, bHLH and WD during three development stages and between species ‘Chocolate’ and ‘Dutch Red’. TF, transcription factors.

Table 3

Differently expressed genes in transcription factor families of MYB and WD40.

UnigeneAnnotationFPKM-SFFPKM-HFFPKM-BFFPKM-YFRegulation
DN13707_c0_g2WD-repeat protein306.8283.4244.7226.5Whole flowering
DN14303_c2_g4WD-repeat protein90.397.097.2101.5periods
DN17014_c0_g2MYB_superfamily613.51,695.1531.6718.1
DN20674_c0_g1WD-repeat protein121.4131.1136.267.3
DN15014_c1_g1MYB_superfamily66.327.213.411.8Early flowering
DN11279_c3_g3MYB_superfamily105.164.90.838.9periods
DN19744_c1_g3MYB_superfamily160.6132.045.953.1
DN12166_c1_g8MYB_superfamily16.310.941.86.4Blossom periods in
DN12860_c2_g5MYB_superfamily4.55.222.72.8‘Dutch Red’
DN15887_c1_g3MYB_superfamily14.110.736.52.8
DN22635_c0_g1MYB_superfamily7.111.226.83.3
DN12661_c0_g1WD-repeat protein1.95.536.536.2Blossom periods
DN21970_c4_g5MYB_superfamily15.3121.8220.9298.7

[i] FPKM, fragments per kilobase of transcript per million mapped reads; HF, half-flowering.

Figure 6

qRT-PCR validations of 14 putative genes involved in anthocyanin biosynthesis and regulations. The histograms represent expression determined by qRT-PCR (left y-axis), while lines represent expression by RNA-Seq in FPKM values (right y-axis). The x-axis in each chart represents the SF, HF, BF and YF, respectively. For qRTPCR assays, the mean was calculated from three biological replicates. For RNA-Seq, each point is the mean of three biological replicates. BF, blossomed flowering; HF, half-flowering.

Table S1

RNA sequencing data and corresponding quality control.

SampleRaw readsRaw basesClean readsClean basesError rate (%)Q20 (%)Q30 (%)GC content (%)Accession number
BF_154,170,0308,179,674,53053,271,9407,920,660,1940.024398.3394.8148.94SRR17783056
BF_255,251,5768,342,987,97654,405,3128,096,016,3640.024198.4194.9948.87SRR17783055
BF_349,533,0347,479,488,13448,632,0067,241,216,4770.024498.2994.749.33SRR17783054
HF_147,378,5907,154,167,09046,432,3546,880,585,8400.024898.1494.3550.69SRR17783059
HF_247,325,4467,146,142,34646,485,2506,893,639,6910.024498.2794.6749.13SRR17783058
HF_350,665,6947,650,519,79449,743,0127,381,231,3840.024498.2894.6748.55SRR17783057
SF_143,599,6986,583,554,39842,859,0446,355,814,1590.024798.1694.3648.96SRR17783064
SF_244,423,3946,707,932,49443,751,4146,485,935,3960.02498.4895.1548.33SRR17783063
SF_347,696,4227,202,159,72246,810,8506,927,255,2320.024798.1694.3848.97SRR17783060
YF_145,005,9126,795,892,71244,227,3666,543,730,7850.024198.49549.34SRR17783053
YF_247,249,4167,134,661,81646,353,9186,861,606,0530.024198.4195.0550.28SRR17783062
YF_344,148,5306,666,428,03043,297,0066,412,165,2820.024198.3994.9949.7SRR17783061

[i] Read Number: Pair-end Reads number in Clean Data; Base Number: Total base number in Clean Data; GC Content: The percentages of G and C in Clean Data constitute the total base; Q20/30: The percentage of bases in which Clean Data quality is greater than or equal to 20 or 30; Accession number: Accession number of all raw data in the SRA Sequence Data base in the NCBI.

[ii] BF, blossomed flowering; HF, half-flowering; NCBI, National Center for Biotechnology Information; SRA, short read archive.

Table S2

Numbers of transcripts in the 12 sequenced libraries.

seq_idFPKM (<0.5)FPKM (0.5–5)FPKM (5–100)FPKM (>100)SUM (30.5)
SF_165,10761,39731,5361,64794,580
SF_262,63163,65631,7741,62697,056
SF_364,44662,14031,4441,65795,241
HF_180,44349,50827,8111,92579,244
HF_267,57459,45930,8641,79092,113
HF_365,60760,67231,6961,71294,080
BF_167,31059,40331,1701,80492,377
BF_266,61460,39430,8961,78393,073
BF_376,84851,18629,5702,08382,839
YF_176,22651,19130,4511,81983,461
YF_284,46445,41827,8061,99975,223
YF_382,75846,32528,6221,98276,929

[i] BF, blossomed flowering; FPKM, fragments per kilobase of transcript per million mapped reads; HF, half-flowering.

Table S3

Functional annotation of transcripts and unigenes in databases.

Transcript number (%)Unigene number (%)
NR104,303 (0.6532)34,189 (0.4923)
Swiss-Prot82,193 (0.5147)26,589 (0.3828)
Pfam73,262 (0.4588)24,101 (0.347)
COG25,088 (0.1571)7,537 (0.1085)
GO71,758 (0.4494)23,229 (0.3345)
KEGG47,453 (0.2972)14,838 (0.2136)
Total_anno1,05,993 (0.6638)35,183 (0.5066)
Total1,59,687 (1)69,453 (1)

[i] COG, Clusters of Orthologous Groups of Proteins; KEGG, Kyoto Encyclopedia of Genes and Genomes; NR, non-redundant.

Table S4

Detailed annotation of differentially expressed MYBs and WD proteins.

UnigeneHit_nameDescriptionIdentity (%)Similarity (%)KOPathsSwiss-Prot
DN13707_c0_g2XP_009415403.1WD-repeat protein8895.3gi|74698589|sp|Q9Y7K5.2|YGI3_SCHPO
DN14303_c2_g4ONM38806.1WD-repeat protein76.885.4K10752gi|22096353|sp|O22607.3|MSI4_ARATH
DN17014_c0_g2XP_009404081.1MYB_superfamily8891.6gi|115502385|sp|O80622.2|EXP15_ARATH
DN20674_c0_g1XP_010931565.1WD-repeat protein79.791.5gi|75318693|sp|O80775.2|WDR55_ARATH
DN15014_c1_g1XP_009385043.1MYB_superfamily54.963.7K14491map04075gi|75323583|sp|Q6H805.1|ORR24_ORYSJ
DN11279_c3_g3XP_017696697.1MYB_superfamily95.697.8K09422gi|75317981|sp|O22264.1|MYB12_ARATH
DN19744_c1_g3XP_009418439.1MYB_superfamily76.382.4gi|75330977|sp|Q8S9H7.1|DIV_ANTMA
DN12166_c1_g8XP_016205675.1MYB_superfamily86.292.6K09422gi|56749347|sp|Q8LPH6.1|MYB86_ARATH
DN12860_c2_g5XP_023531843.1MYB_superfamily49.859.8K09422gi|75333993|sp|Q9FKL2.1|MYB36_ARATH
DN15887_c1_g3XP_009408601.1MYB_superfamily44.755gi|75338846|sp|Q9ZQ85.2|EFM_ARATH
DN22635_c0_g1PSS31516.1MYB_superfamily66.974.4K09422gi|75335856|sp|Q9M2Y9.1|RAX3_ARATH
DN12661_c0_g1XP_009389455.1WD-repeat protein72.978.9K14963gi|82232080|sp|Q5M786.1|WDR5_XENTR
DN21970_c4_g5XP_009405310.1MYB_superfamily59.566.4gi|75330977|sp|Q8S9H7.1|DIV_ANTMA
Table S5

Primers used for qRT-PCR analysis.

GenesSequences (5′-3′)Product size
ANR 12990CAGCTGAAGCAGATGCAGAG
CTCCGGATTCTCCGACATTA
147
ANR 13257TCACATCATCCTCACCGTGT
AAGGGGCTGGAGGAGATTTA
103
CHI 10857ACGGAGTTCTTCCAGAGCAA
TTTCTGCATCATCTCCACCA
165
CHI 15898GCTCGAACACCTCCTTGAAC
CGACAAGTTCACGAGGATCA
155
CHS 16695TGAGGGAGAACCCGAATATG
GCAGAAGACGAGGTGTGTGA
161
CHS 17923ATGGCCTGAAGATGGATCAG
GCGTCCTCTTCATTCTCGAC
186
DFR 16691TGCCCGTTTAACTCATTTCC
ACTGTGGAGAAGGAGCAGGA
101
DFR 14193GTGGTGTTCACCTCCTCGAT
CGCTAGCTCTACCCCCTTCT
189
F3′5′H 8362CTCCTCCTCCGCTACCTTCT
GGTACATGATGGGGCCATAG
160
F3′5′H 16064ATGTGGAGGTTGCAGAGCTT
GCGTACGAAGGACAGGACAT
80
F3H 14172ACGTTGATTGGACCGAACAT
CTGCGAGATCTACACGGACA
186
F3H 22055GCCTCTTGCATAGCTTCACC
GGTGATCCTGCCAACTCATT
83
F3H 22236AAGGAGAAGTACGCGTCCAA
TGTATTCCTCGTTCGCCTTC
184
MYB 11279TTTCTCCCATGCTGCTTTCT
TCACAATGCCACGGTTAAGA
160
MYB 12860ACCCTATCGTCGAACCACTG
TCGACCAAGAGAGCCAACTT
174
MYB 15887CATCTTCCTCCTTGGAGCTG
TCTGGATCTGCGAGGAAAGT
138
MYB 18449TTCCACTTGGACTTGCACTG
AAGAGCTTCACGGAGACGAA
110
MYB 12166GCCGTCCAAACACATCTTCT
GATTTGGTCGAGCCAGAGAG
85
MYB 15014ATTTCTGCAGATGGCTTGCT
ATCAATTGGGCATCGAGAAG
99
MYB 17014CTACGGAGGAGGATGGATGA
AAGTTGCCATACCCACAAGC
93
MYB 19744CGAAGAACACTGCACTGGAA
TATCCACTGCCTCCTCCATC
190
MYB 21970GCACCGGTAAGTGCGTTAAT
TTCGTTTCCATCCATCCATT
159
MYB 22635GTCGCAATAACCGACCATCT
ATCATCTGCAGCCTCTTCGT
125
UFGT 12119TCGGCGATCAAGGTAGATTC
GGATGAAGCTGAGCAACTC
137
UFGT 13065CGGAGGTAGCCATCAACAAT
ATCCCACATGGTGGTCTTGT
143
UFGT 13592CTGGAGCTAAGGAGCAAGGA
TACCAGGGGTAATGGGATGA
118
WD 12661CAGTAGCCATGGCAGCTACA
ATGGCGGATGAGTACCAAAG
109
WD 13707CCAAAGAAGTCCAGCTCCTG
AATTTTTGGCAATGGCAGAG
91
WD 14303CAGGCGATGTGAAGAATTGA
GCAACTGATGGGGGTAAAGA
WD 20674TTCGTCCCTTTGAGTTTGCT
ATGGGCTGTAACACGTAGCC

[i] CHI, chalcone isomerase; CHS, chalcone synthase; DFR, dihydroflavonol 4-reductase; F3H, flavanone-3-hydroxylase.

DOI: https://doi.org/10.2478/fhort-2022-0007 | Journal eISSN: 2083-5965 | Journal ISSN: 0867-1761
Language: English
Page range: 65 - 83
Submitted on: Nov 9, 2021
Accepted on: Mar 13, 2022
Published on: May 8, 2022
Published by: Polish Society for Horticultural Sciences (PSHS)
In partnership with: Paradigm Publishing Services
Publication frequency: 2 issues per year
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© 2022 Yuan-Yuan Li, Xiao-Huang Chen, Hui-Wen Yu, Qi-Lin Tian, Luan-Mei Lu, published by Polish Society for Horticultural Sciences (PSHS)
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.