Abstract
Carrot is one of the most important vegetables worldwide, owing to its capability to develop fleshy, highly nutritious storage roots. It was domesticated ca. 1,100 years ago in Central Asia. No systematic knowledge about the molecular mechanisms involved in the domestication syndrome in carrot are available, however, the ability to form a storage root is undoubtedly the essential transition from the wild Daucus carota to the cultivated carrot. Here, we expand on the results of a previous study which identified a polymorphism showing a significant signature for selection upon domestication. We mapped the region under selection to the distal portion of the long arm of carrot chromosome 2, confirmed that it had been selected, as reflected in both the lower nucleotide diversity in the cultivated gene pool, as compared to the wild (πw/πc = 7.4 vs. 1.06 for the whole genome), and the high FST (0.52 vs. 0.12 for the whole genome). We delimited the region to ca. 37 kb in length and identified a candidate domestication syndrome gene carrying three non-synonymous single nucleotide polymorphisms and one indel systematically differentiating the wild and the cultivated accessions. This gene, DcAHLc1, belongs to the AT-hook motif nuclear localized (AHL) family of plant regulatory genes which are involved in the regulation of organ development, including root tissue patterning. AHL genes work through direct interactions with other AHL family proteins and a range of other proteins that require intercellular protein movement. Based on QTL data on root thickening we speculate that DcAHLc1 might be involved in the development of the carrot storage root, as the localization of the gene overlapped with one of the QTLs. According to haplotype information we propose that the ‘cultivated’ variant of DcAHLc1 has been selected from wild Central Asian carrot populations upon domestication and it is highly predominant in the western cultivated carrot gene pool. However, some primitive eastern landraces and the derived B7262 purple inbred line still carry the ‘wild’ variant, reflecting a likely complexity of the genetic determination of the formation of carrot storage roots.
Introduction
Carrot is one of the most important root vegetable crops grown worldwide on ca. 1.2 million hectares (). Its progenitor, wild Daucus carota L., is a weed commonly occurring across continents in the temperate climatic zone. Asia Minor and the inner Asiatic regions have been indicated as likely centers of origin of the cultivated carrot (). As a storage root similar to modern carrots, it has been grown in those regions since the 10th century (; ). The first domesticated carrots produced purple or yellow roots (), while orange carrots did not appear in Europe before the 15th century (,; ). Recent molecular studies have provided answers to questions concerning carrot evolution and domestication and confirmed that domesticated carrots were derived from wild populations of Central Asian D. carota (). It was also clearly shown that the cultivated germplasm could be divided into two distinct groups: the eastern and the western gene pools (; ; ), in agreement with an earlier hypothesis on carrot evolution by , based on morphological observations.
Nevertheless, little information has been available on the molecular basis of domestication traits in carrot. To date, research on crop domestication has focused on staple food crops with little attention toward root vegetables (). Thus, traits such as loss of seed shattering, dormancy, and branching, referred to as the domestication syndrome, have been extensively studied (). However, with respect to carrot and other root crops, the list of traits important for primary domestication should include, among others, the ability to form fleshy roots, minimal lateral root branching and biennial growth habit. Of these traits, only the Vrn1 locus responsible for early flowering, which was an apparent target for selection in the course of carrot domestication, has been recently mapped on carrot chromosome 2 (). However, the gene has not been characterized. After primary traits have been selected and fixed, the process of domestication has often directed more attention to quality traits such as color, shape, flavor, and physiological traits contributing to uniformity (). Further improvement of carrot required selection for a range of traits determining root quality, e.g., shape, color, smoothness, etc. To date, only the genetic factors underlying carrot root color have been extensively investigated, leading to the identification and mapping of Y and Y2 genes governing carotene accumulation () and P1, the gene involved in anthocyanin accumulation (). Recently, a high quality assembly of the carrot genome has been reported, together with several resequenced genomes of wild and cultivated accessions of diverse origin (). This work allowed identification of the Y gene, which was shown to play a key regulatory role in carotenoid accumulation and shed light on the complexity of that process in the carrot storage root. Thus, Y can be considered as the first carrot domestication gene characterized in detail.
Previously, we reported on several Diversity Array Technology (DArT) polymorphisms showing signatures of selection upon domestication which were divided into three categories, i.e., those that were selected primarily in the cultivated carrots, representing primary domestication events, those under continuous selection from wild to eastern to western, and those differentiating western from both eastern and wild, representing secondary domestication events, likely related to traits differentiating eastern and western cultivated carrots (). One of those markers, crPt-895548, showing the most pronounced signature of selection was subsequently converted to a codominant cleaved amplified polymorphic site (CAPS) marker named cult (cultivated) which was shown to discriminate wild and domesticated D. carota gene pools (). The polymorphism resulted from a 6 bp-long insertion in the cultivated carrot, comprising the PstI restriction site. Here, we characterized in detail the genomic region on carrot chromosome 2 flanking the cult polymorphism and being under selection in the cultivated carrot gene pool. Based on the observation that the systematic difference between the wild and the cultivated carrots was limited to a very narrow region comprising a putative regulatory gene belonging to the AT-hook motif nuclear localized (AHL) family, we speculated that it was involved in the development of the carrot storage root. The selection likely operated on the standing variation, as the variant selected for in the cultivated carrot had been present in wild carrots from Central Asia, but not in wild carrots outside that region.
Materials and Methods
Plant Materials
To analyze nucleotide diversity (π) and pairwise population differentiation (FST) we used sequencing data for a set of 29 resequenced genomes of D. carota (; sequence read archive accession SRP062070) comprising 11 wild, 9 eastern cultivated, and 9 western cultivated carrot accessions. For long-range PCR, we used eight plants representing wild and cultivated populations (Table 1) and four plants from an F2 (D. carota subsp. commutatus × line 2874B) preselected as homozygous ‘wild’ and ‘cultivated’ with respect to the cult marker. One hundred and eighty-three plants from the same F2 population were used to construct a genetic map and identify QTLs for root thickening. The plants were grown in the experimental field of the Institute of Plant Biology and Biotechnology at Prusy near Krakow, Poland. The seeds were sown on April 24, 2014 and roots were harvested on September 9, 2014. Head diameter and crown diameter were measured for each root immediately after harvest (Supplementary Figure 1A) and head to crown ratio was calculated. For RT-qPCR analysis, two orange-rooted cultivated (2874B and Kokubu Senko Oonaga) and two wild (D. carota subsp. commutatus and D. carota subsp. carota) accessions were grown in the greenhouse. The plants were harvested at three time-points, i.e., (1) 4-week-old seedlings, (2) 8- and (3) 20-week-old plants. In time point (1) whole plants were used, in time points (2) and (3), leaves, upper and lower portions of storage roots were collected separately. At each time point, samples were taken from three randomly selected plants of each accession, immediately frozen in liquid nitrogen and stored at -80°C.
Table 1
| Code | Origin | Sourcea | Country of origin | Type | cult variant |
|---|---|---|---|---|---|
| M1 | D. carota subsp. carota | GRC11014 | Greece | Wild | ‘wild’ |
| M2 | D. carota subsp. commutatus | JKI-W232/07 | n.a. | Wild | ‘wild’ |
| M3 | 2874B | IBRIB | – | Western cultivated | ‘cultivated’ |
| M4 | Kokubu Senko Oonaga | Mikado kyowa Seed Co. Ltd. | Japan | Western cultivated | ‘cultivated’ |
| M5 | B7262 | USDA | – | Inbred | ‘wild’ |
| M6 | D. carota subsp. carota | HRIGRU8716 | Great Britain | Wild | ‘wild’ |
| M7 | D. carota subsp. carota | HRIGRU10190 | Turkey | Wild | ‘wild’ |
| M8 | B9304 | USDA | – | Inbred | ‘cultivated’ |
| M9 | F2 (D. carota subsp. commutatus × 2874B) | – | – | – | ‘cultivated’ |
| M10 | F2 (D. carota subsp. commutatus × 2874B) | – | – | – | ‘cultivated’ |
| M11 | F2 (D. carota subsp. commutatus × 2874B) | – | – | – | ‘wild’ |
| M12 | F2 (D. carota subsp. commutatus × 2874B) | – | – | – | ‘wild’ |
List of accessions used for long-range PCR amplification and sequencing of the region spanning the cult polymorphism.
aGRC, Greek gene bank, Greece; JKI, Julius-Kuehn Institute, Germany; IBRIB, Institute of Plant Biology and Biotechnology, University of Agriculture in Krakow, Poland; USDA, United States Department of Agriculture, Madison, WI, USA; HRIGRU, Horticulture Research International – Genetic Resources Unit, UK.
Fluorescence In situ Hybridization
To obtain meiotic preparations, immature umbels of the DH1 carrot reference line (NCBI biosample accession SAMN03216637) were collected from flowering plants and fixed in Carnoy’s solution (ethanol:glacial acetic acid – 3:1). Prior to slide preparations, the umbels were washed from fixative solutions in distilled water (three times, 5 min each washing). Anthers isolated under a stereomicroscope were macerated in the enzyme mixture consisting of 4% (w/v) cellulose Onozuka R10 (Duchefa Biochemie, Haarlem, The Netherlands), 2% (w/v) pectolyase Y23 (Duchefa) and 0.04% (w/v) pectinase (Sigma), in 0.01 M citrate buffer, pH 4.8 for 40 min at 37°C. After digestion, one anther was transferred to a glass slide and preparation was performed as described by . Two FISH probes were used: a BAC probe DHBAC.b0022A10 specific to carrot chromosome 2 () and a probe specific to a 37 kb-long region from 41,842,867 to 41,880,732 nt on chromosome 2 spanning the cult site. To prepare the cult probe, long PCR derived fragments (see below) covering 97% of that region were used for labeling. Both probes were labeled with either biotin-16-dUTP or digoxigenin-11-dUTP using nick translation mix (Roche Diagnostic, Mannheim, Germany) following the manufacturer’s protocol until the length of the probe fragments averaged about 100–500 bp. Labeled DNA was purified with Quick Spin G-50 Sephadex Columns (Roche Diagnostics) following the manufacturer’s protocol. FISH was carried out according to published protocols (; ). Carrot genomic DNA sheared up to 500 bp fragment size was used as blocking DNA in the hybridization mixture. To reduce the background signal of applied probes, 500× excess of blocking DNA was required. Biotin- and digoxigenin-labeled probes were immuno-detected with 10 μg/ml of Alexa Fluor 488-conjugated streptavidin antibody (Life Technologies) and 2 μg/ml rhodamine-conjugated anti-digoxigenin antibody (Roche Diagnostics), respectively. Chromosomes were counterstained with 1 μg/ml of 4′,6-diamidino-2-phenylindole (DAPI) in Prolong Gold antifade solution (Invitrogen, Carlsbad, CA, USA). The slides were examined with AxioImager M2 Zeiss microscope. All images were captured digitally using BV MV System (Applied Spectral Imaging) and Case Data Manager 4.0 software (ASI).
Long-Range PCR
Amplification was carried out in 50 μl total volume containing 250 ng of genomic DNA, 15 μM of each primer, 25 mM of dNTP (Thermo Fisher Scientific), 3.5 U Expand Long Template Enzyme Mix (Roche) and 1× Expand Long Template Buffer 3 (Roche). PCR amplifications were performed in an Eppendorf Master Cycler Gradient using the following thermal conditions: 94°C (2 min), 10 cycles of 94°C (10 s), 57°C or 58°C (30 s), 68°C (6 min), 20 cycles of 94°C (15 s), 57°C or 58°C (30 s), 68°C (6 min + 20 s elongation for each successive cycle) and final elongation of 68°C (10 min). Each template was amplified using four to six primer pairs anchored in the exons of predicted genes in the investigated region (Supplementary Table 1). PCR products were purified using Agencourt AMPure XP purification system (Beckman Coulter) and pooled in equimolar amounts. Pooled amplicons were fragmented with NEBNext® dsDNA Fragmentase® (NEB) and used for library preparation (NEBNext® DNA Library Prep Master Mix Set for Illumina®) (NEB). All samples were sequenced on one lane of MiSeq (Illumina) and assembled by a commercial service provider Genomed SA, Warsaw, Poland. Polymorphisms between cultivated and wild carrot in the coding regions were identified upon mapping to reference transcript sequences (). A codon-based test of purifying selection () was run using MEGA6 ().
RT-qPCR
All steps of analysis followed the MIQE guidelines (). From each sample, total RNA was extracted using the TRIzol Plus RNA Purification Kit (Thermo Fisher Scientific) and DNA was removed with the Turbo DNA-free kit (Thermo Fisher Scientific) following the manufacturer’s protocol. Quality and quantity of RNA was determined using a NanoDrop 2000c (Thermo Scientific) and gel electrophoresis. cDNA was synthesized from 1 μg of RNA using iScript kit (Bio-Rad) and stored at -20°C. Primers for DCAR_008402 (F: CTCTATGTATCTTGTCCGCC, R: GAGATATTATGCTTGTCTGGTTC) were designed using Primer-BLAST () and checked with OligoAnalyzer (IDT). We used carrot actin (GenBank no. X17526.1) and ubiquitin (GenBank no. U68751.1) as reference genes, as proposed by . Primer efficiencies and RT-qPCR were performed as described by using the StepOnePlus Real-Time PCR (Thermo Fisher Scientific). Relative expression ratios (RERs) were calculated using the ΔΔCt method (). ANOVA and post hoc Tukey HSD test were performed with R ().
Bioinformatic Analyses
Raw reads of 29 resequenced D. carota accessions () comprising 11 wild and 18 cultivated carrot accessions were cleaned by trimming low quality reads and clipping adapters using Trimmomatic 0.35 () with parameters minqual = 28, minlen = 50, LEADING:28, TRAILING:28, SLIDINGWINDOW:10:28, MINLEN:50 and mapped to the reference DH1 genome (; NCBI accession LNRQ01000000) using BWA-MEM 0.7.12 (). Subsequently, duplicates were marked with Samblaster 0.1.22 () and files were converted into BAM and sorted using SAMtools 1.2 (). SNPs were called using Freebayes 1.0.1 () and filtered using vcffilter1 with parameters -f “QUAL > 20 and QUAL/AO > 10 and SAF > 0 and SAR > 0 and RPR > 1 and RPL > 1.” A 1 Mb sequence centered around the cult site (41,361,527–42,364,686) was extracted and polymorphisms were additionally filtered with parameters –max-alleles 2 –maf 0.1 –max-missing-count 0 –remove-indels, and divided into cultivated and wild populations files using VCFTools 0.1.14 (). Nucleotide diversity (π) and pairwise population differentiation FST were calculated using VCFTools. Linkage disequilibrium (LD) was calculated and plotted using Haploview 4.2 (). The vcf file was also used to identify polymorphisms (synonymous and non-synonymous SNPs present in transcribed regions) differentiating cultivated and wild carrots.
Genotyping, Genetic Mapping, and QTL Analysis
DNA from 183 plants from the F2 (D. carota subsp. commutatus × line 2874B) population was extracted using a modified CTAB method (). Quality and quantity of DNA was tested using 1% agarose electrophoresis with a dilution series of λ phage DNA (10, 20, 40, 60, 80, 100, 140, and 180 ng) as a standard. Also, 200–300 ng of DNA from 20 randomly selected samples was digested with HindIII and separated using 1% agarose gel. Extracted DNA was freeze-dried and shipped to the University of Wisconsin Biotech Center, Madison (WI, USA) to perform genotyping-by-sequencing (GBS). Libraries were prepared according to and run on one lane of HiSeq 2000 (Illumina) at the UW Biotech Center. The data were analyzed using TASSEL 4.3.11 essentially as described by and filtered with plugin = GBSHapMapFiltersPlugin (mnTCov = “0.1”, mnSCov = “0.1”, mnMAF = “0.1”, mxMAF = “0.5”, mnR2 = “0.1”, mnBonP = “0.01”). The obtained vcf file was additionally filtered using VCFTools with parameters: –max-alleles 2 –min-alleles 2 –max-missing-count 10 –thin 100000 and converted into the format required for mapping using a custom Perl script. The polymorphism originally identified with the DArT marker crPt-895548 (), later referred to as cult, was genotyped in the codominant fashion according to the protocol developed by . Mapping was performed in JoinMap 4.0 () using the regression mapping algorithm and the Haldane mapping function. SNPs showing segregation distortion (p < 0.001) were removed. Maps generated in round 2 were used for QTL analysis performed using Windows QTL Cartographer v.2.5 (). The genetic map and root head diameter to crown diameter ratios of were used as input data. Composite interval mapping (CIM) with five control markers, window size of 10 cM and backward regression method was used for QTL identification. Empirical thresholds obtained from permutation tests (permutation times = 500, significance level = 0.05) were used to determine QTL significance. A putative QTL was declared significant when the LOD score was >2.5.
Results
Genomic Localization of the cult Region
We mapped the sequence of the cult amplicon to the high-quality carrot genome assembly (; NCBI accession LNRQ01000000). It mapped unambiguously to the long arm of chromosome 2, position 41,862,153–41,862,461, spanning a portion of intron 1 of the gene DCAR_008402. We applied fluorescence in situ hybridization, with long-PCR products used as probes, as a means to confirm that it was a single copy region. The single FISH signal was present in a distal region of the long arm of chromosome 2, as expected (Figure 1).
FIGURE 1
Delimitation of the Selective Sweep Range around the cult Polymorphic Site
We used previously reported genomic sequencing reads of wild and cultivated accessions of different origin (
FIGURE 2

Wild/cultivated nucleotide diversity ratio (πw/πc) and pairwise population differentiation (FST). πw/πc (dots) and FST (red line) are graphed on carrot chromosome 2 centered around the cult polymorphic site in a 1 Mb (A) or 200 Kb (B) region (highlighted blue in A). Both parameters were calculated as average for sliding windows of size = 10 Kb and shift = 2 Kb. Schematic representation of genes (green rectangles) in the analyzed region is shown below graphs in panel B. Genes are numbered as in Table 2.
FIGURE 3

Linkage disequilibrium (LD) plots of a 200 Kb region of carrot chromosome 2 centered around the cult polymorphic site for the cultivated and wild genomes. Localization of genes is shown above (green rectangles), genes are numbered as in Table 2. The orange line and outlined triangle shows the region under selection.
Table 2
| No. | Gene | Coordinates | Strand | Annotation |
|---|---|---|---|---|
| 1. | DCAR_008391 | 41795789–41796337 | – | TCP transcription factor |
| 2. | DCAR_008392 | 41800930–41801478 | – | TCP transcription factor |
| 3. | DCAR_008393 | 41806948–41807496 | – | TCP transcription factor |
| 4. | DCAR_008394 | 41809569–41811531 | – | Unknown |
| 5. | DCAR_008395 | 41813946–41814464 | – | TCP transcription factor |
| 6. | DCAR_008396 | 41820247–41820918 | + | NAM (no apical meristem) protein |
| 7. | DCAR_008397 | 41823800–41824521 | – | Unknown |
| 8. | DCAR_008398 | 41829923–41832499 | + | Protein of unknown function (DUF3741) |
| 9. | DCAR_008399 | 41833088–41837868 | + | GMP synthase |
| 10.∗ | DCAR_008400 | 41846295–41852822 | – | Serine/threonine protein kinase |
| 11.∗ | DCAR_008401 | 41855883–41859070 | + | Holliday junction resolvase |
| 12.∗ | DCAR_008402 | 41861507–41864690 | + | AT-hook Motif Nuclear Localized (AHL) protein carrying PPC domain (DUF296) |
| 13.∗ | DCAR_008403 | 41865356–41871238 | – | Glutathione peroxidase |
| 14.∗ | DCAR_008404 | 41873168–41876690 | – | Glutathione S-transferase |
| 15.∗ | DCAR_008405 | 41877567–41881505 | – | CLAVATA1 serine/threonine protein kinase |
| 16. | DCAR_008406 | 41891268–41891849 | – | Translation initiation factor eIF-2B alpha subunit |
| 17. | DCAR_008407 | 41895737–41897443 | – | Translation initiation factor eIF-2B alpha subunit |
| 18. | DCAR_008408 | 41911064–41913843 | + | Translation initiation factor eIF-2B alpha subunit |
| 19. | DCAR_008409 | 41916229–41922698 | + | Ribosomal protein S1 |
| 20. | DCAR_008410 | 41924651–41930224 | + | Helicase |
| 21. | DCAR_008411 | 41932934–41933191 | + | Unknown |
| 22. | DCAR_008412 | 41934309–41937626 | – | Stress responsive alpha-beta barrel protein |
Gene predictions within the 150 Kb region on carrot chromosome 2 spanning the cult polymorphic site differentiating wild and cultivated gene pools.
The six genes annotated within the 37 Kb region under selection are marked with asterisks.
Structural Analysis of the Region under Selection
We used long-PCR to amplify and sequence the region spanning genes DCAR_008400 to DCAR_008405 in 12 plants representing wild and cultivated types (Table 1), including four F2 plants from the cross between the wild D. carota subsp. commutatus and the cultivated carrot line 2874B (M9 to M12 in Table 1). Two of the F2 plants were preselected as homozygous ‘wild’ and the other two as homozygous ‘cultivated’ with respect to the cult marker (Supplementary Figure 1B). As we did not observe recombination in any of the four F2 plants throughout the whole long-range PCR amplified region, we were able to characterize the two haplotypes corresponding to the wild and the cultivated parent and use them to search for putative functional polymorphisms. For the F2 plants and their parents, we observed 75 single nucleotide substitutions in the six coding regions. The two haplotypes derived from the wild and the cultivated parents were compared to SNP variants present in the remaining unrelated accessions. SNPs were present in six genes. For only one of these genes, DCAR_008402, we observed SNPs systematically differentiating the wild and the cultivated groups. Three of those substitutions were non-synonymous (Table 3). The inbred line B7262 carried ‘wild’ variants of these SNPs. In addition to these substitutions, the previously described insertion in intron 1 (
Table 3
| SNP position | Nucleotide substitution | Amino acid | ||
|---|---|---|---|---|
| Wild | Cultivated | Wild | Cultivated | |
| 39 | T | C | Phe | Phe |
| 174 | C | T | Gly | Gly |
| 311a | A | G | Asn | Ser |
| 522 | T | G | Pro | Pro |
| 657 | T | G | Ser | Ser |
| 858 | C | T | Phe | Phe |
| 861 | C | T | Val | Val |
| 887a | G | A | Ser | Asn |
| 946 | G | T | Ala | Ser |
| 948 | A | T | ||
| 976–978 | – | CAG | – | Gln |
| 996 | C | T | Pro | Pro |
| 1001a | T(C)b | G | Met(Tyr)b | Arg |
| 1008 | C | A | Ser | Ser |
Sequence variants in the DCAR_008402 coding sequence differentiating wild and cultivated accessions.
aNon-synonymous substitutions systematically differentiating wild and cultivated groups.
bSNP variant identified for B7262 and D. carota subsp. carota from Turkey is shown in parentheses.
Structural and Functional Characteristics of a Candidate Domestication Gene
Following the results presented above, we carried out a more detailed analysis of DCAR_008402, a candidate domestication gene. It encodes a protein belonging to the AHL family of land plant specific transcription factors (
FIGURE 4

Alignment of proteins encoded by carrot DcAHLc1 gene and its homologs from A. thaliana. Alignment of three variants showing DcAHLc1 according to the gene model, major isoforms of the cultivated and the wild type (DcAHLc1-c and DcAHLc1-w, respectively) and the two A. thaliana homologs, AHL5 and AHL12. Amino acid substitutions in wild and cultivated variants are indicated by stars and yellow shading, and the putative additional exon is shaded orange. The dark green and light green lines show positions of AT-hook Type-I and Type-II, respectively (
A codon-based test for purifying selection (dN/dS) confirmed that DcAHLc1 was likely under selection in the cultivated gene pool (Supplementary Table 3). In addition to the three non-synonymous single nucleotide substitutions, an insertion in intron 1 common in the cultivated carrot was observed, as reported previously (
FIGURE 5

SpliceGrapher (
RNAseq data (NCBI BioProject PRJNA291977) indicated that in the cultivated carrot, DcAHLc1 was expressed in all analyzed tissues, including fibrous and storage roots (hypocotyl, phloem, and xylem), buds and open flower, leaf and petiole, callus and germinating seeds (Supplementary Table 4). qRT-PCR indicated that no significant differences were observed in the total expression levels of DcAHLc1 in seedlings, developing or mature roots and leaves of wild and cultivated D. carota (Supplementary Figure 3). This suggests that structural differences between the wild and the cultivated variant of the gene might play a role on the functionality of this gene, rather than contrasting quantitative expression patterns.
A QTL for Root Thickening Overlaps with the cult Site
We performed a QTL analysis for root thickening measured by the root head diameter to crown diameter ratio in a field-grown wild × cultivated F2 population. Five QTLs were revealed on chromosomes 2, 3, 4, 5, and 8, jointly explaining over 62% of the total variation (Table 4; Supplementary Figure 4). The QTL on chromosome 2 overlapped the cult site (Figure 6), indicating that DcAHLc1 may possibly be involved in the development of the carrot storage root. However, QTLs on chromosomes 3, 4, and 5 had greater effect on root thickening than that on chromosome 2 (Table 4), likely reflecting the complexity of storage root developmental regulation.
Table 4
| QTL ID | Chromo-some | Position (cM) | LOD value | LOD support interval | Nearest marker | % Variation explaineda |
|---|---|---|---|---|---|---|
| Q1 | 2 | 64.0 | 3.6 | 60.0–68.0 | 2_42552923 | 8.53 |
| Q2 | 3 | 44.0 | 6.3 | 33.6–53.3 | 3_30320926 | 14.44 |
| Q3 | 4 | 34.0 | 6.8 | 14.8–34.8 | 4_25093202 | 15.50 |
| Q4 | 5 | 39.1 | 7.2 | 28.7–48.5 | 5_21499391 | 16.33 |
| Q5 | 8 | 40.0 | 3.2 | 43.7–44.3 | 8_25025402 | 7.62 |
Chromosomal location and characteristics of QTLs for root thickening in D. carota subsp. commutatus × 2874B F2 population.
aCalculated according to the formula: (1 - 10-∗LOD)∗100 (
FIGURE 6

Position of a QTL for root thickening on carrot chromosome 2. Genetic distance is shown on the X-axis, LOD is on the Y-axis, thin horizontal line shows the significance threshold, red dashed vertical line shows the position of DcAHLc1. Inset: a boxplot presenting arm to crown ratio distributions in plants with respect to the cult marker variant.
Discussion
Detection of the Selective Sweep on Carrot Chromosome 2
In any crop, a set of traits differentiating the cultivated form from its wild progenitor, conferring adaptation to a cultivated environment and to consumer needs, can be defined. They are collectively called the domestication syndrome (
In carrot, reduction of lateral root branching and biennial growth habit were pointed out as the major primary domestication syndrome traits, the latter being crucial for the development of a non-woody storage root, while further improvements comprised root quality traits, such as pigment content and flavor. Unlike most other crops, no major decrease in overall genetic diversity was reported for carrot (
DcAHLc1 as a Domestication Syndrome Candidate Gene
The AHL gene family is widely distributed in land plants, with individual genomes carrying several copies. Twenty-nine AHL paralogs were identified in Arabidopsis thaliana (
While the ‘cultivated’ variant of DcAHLc1 was not observed in any of the European wild D. carota, it was present relatively frequently in the wild Asian populations. Notably, two of the wild Central Asian accessions, i.e., PI 274297 from Pakistan and PI 478369 from Xinjiang, China, were homozygous for the ‘cultivated’ variant. Convincing evidence was provided that carrot was domesticated in Central Asia (
Most cultivated carrots evaluated carried the ‘cultivated’ variant of DcAHLc1, however, the ‘wild’ variant was present in the inbred line B7262. Previously, we observed the presence of the ‘wild’ variant mostly in primitive eastern landraces (
Conclusion
A DArT marker based low-density screen for selective sweeps inferred by the process of domestication across the genome of cultivated carrot revealed a highly significant polymorphism named cult. Here, we mapped the cult region to the distal portion of the long arm of chromosome 2, delimited the region under selection overlapping with the cult region to ca. 37 Kb and proposed a candidate domestication gene. The gene DcAHLc1 belongs to the AHL family of plant regulatory proteins. The gene variant predominant in the cultivated gene pool has been selected from the wild Central Asian D. carota. Following the preliminary evidence from a QTL study and knowledge about the mode of function of other AHLs related to root tissue patterning, we speculate that the DcAHLc1-encoded protein might be involved in the transition from the woody fibrous root of wild D. carota to the thick fleshy root typical for cultivated carrot. It provides an interesting example of the function of a gene belonging to a relatively poorly characterized family of plant transcription factors in determination of an agronomically important trait, i.e., the carrot storage root.
Statements
Author contributions
AM-P and DG designed the study; GM and KS performed phenotyping; GM and KS performed genotyping; GM, MI, and DG performed mapping and QTL analyses; GM performed long-PCR, EG performed FISH; DS, MI, and PS provided resequencing data; AM-P, GM, DS, MI, and DG performed bioinformatic analyses; AM-P, EG, GM, KS, and DG drafted sections of the manuscript, MI and PS critically revised the manuscript, AM-P and DG prepared the final version of the paper. All authors read, reviewed, and approved the manuscript.
Funding
The research was funded by the Polish National Science Center, project no. 2012/05/B/NZ9/03401 and the statutory funds for science granted by the Polish Ministry of Science and Higher Education to the Faculty of Biotechnology and Horticulture, University of Agriculture in Krakow. MI was supported by the USDA National Institute of Food and Agriculture, Hatch project 1008691.
Acknowledgments
We thank Ms. Emilia Morańska for her excellent assistance in FISH.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Supplementary material
The Supplementary Material for this article can be found online at: http://journal.frontiersin.org/article/10.3389/fpls.2017.00012/full#supplementary-material
Footnotes
References
1
AlessandroM. S.GalmariniC. R.IorizzoM.SimonP. W. (2013). Molecular mapping of vernalization requirement and fertility restoration genes in carrot.Theor. Appl. Genet.126415–423. 10.1007/s00122-012-1989-1
2
BangaO. (1957a). Origin of the European cultivated carrot.Euphytica654–63. 10.1007/BF00179518
3
BangaO. (1957b). The development of the original European carrot material.Euphytica664–76. 10.1007/BF00179518
4
BangaO. (1963). Origin and domestication of the western cultivated carrot.Genet. Agrar.17357–370.
5
BaranskiR.Maksylewicz-KaulA.NothnagelT.CavagnaroP. F.SimonP. W.GrzebelusD. (2012). Genetic diversity of carrot cultivars revealed by analysis of SSR loci.Genet. Resour. Crop Evol.59163–170. 10.1007/s10722-011-9777-3
6
BarrettJ. C.FryB.MallerJ.DalyM. J. (2005). Haploview, analysis and visualization of LD and haplotype maps.Bioinformatics21263–265. 10.1093/bioinformatics/bth457
7
BolgerA. M.LohseM.UsadelB. (2014). Trimmomatic, a flexible trimmer for Illumina sequence data.Bioinformatics302114–2120. 10.1093/bioinformatics/btu170
8
BowmanM. J.WillisK. W.SimonP. W. (2014). Transcript abundance of Phytoene Synthase 1 and Phytoene Synthase 2 is associated with natural variation of storage root carotenoid pigmentation in carrot.J. Amer. Soc. Hort. Sci.13963–68.
9
BradeenJ. M.SimonP. W. (1998). Conversion of an AFLP fragment linked to the carrot Y2 locus to a simple, codominant, PCR-based marker form.Theor. Appl. Genet.97960–967. 10.1007/s001220050977
10
BromanK. W.SenŚ. (2009). A Guide to QTL Mapping with R/qtl.New York, NY: Springer-Verlag.
11
BustinS. A.BenesV.GarsonJ. A.HellemansJ.HuggettJ.KubistaM.et al (2009). The MIQE guidelines, Minimum information for publication of quantitative real-time PCR experiments.Clin. Chem.55611–622. 10.1373/clinchem.2008.112797
12
DanecekP.AutonA.AbecasisG.AlbersA.BanksE.DePristoM. A.et al (2011). The variant call format and VCFtools.Bioinformatics272156–2158. 10.1093/bioinformatics/btr330
13
DoebleyJ. F.GautB. S.SmithB. D. (2006). The molecular genetics of crop domestication.Cell1271309–1321. 10.1016/j.cell.2006.12.006
14
DongF.SongJ.NaessS. K.HelgesonJ. P.GebhardtG.JiangJ. (2000). Development and applications of a set of chromosome specific cytogenetic DNA markers in potato.Theor. Appl. Genet.1011001–1007. 10.1007/s001220051573
15
ElshireR. J.GlaubitzJ. C.SunQ.PolandJ. A.KawamotoK.BucklerE. S.et al (2011). A robust, simple genotyping-by-sequencing (GBS) approach for high diversity species.PLoS ONE6:e19379. 10.1371/journal.pone.0019379
16
FAOSTAT (2013). The Statistics Division of FAO. Available at: http://faostat3.fao.org/(accessed August 18, 2016).
17
FarawayJ. J. (2002). Practical Regression and ANOVA Using R. Available at http://www.mathstat.ualberta.ca/wiens/stat568/misc\%20resources/Faraway-PRA.pdf
18
FaustG. G.HallI. M. (2014). SAMBLASTER, fast duplicate marking and structural variant read extraction.Bioinformatics302503–2505. 10.1093/bioinformatics/btu314
19
FujimotoS.MatsunagaS.YonemuraM.UchiyamaS.AzumaT.FukuiK. (2004). Identification of a novel plant MAR DNA binding protein localized on chromosomal surfaces.Plant Mol. Biol.56225–239. 10.1007/s11103-004-3249-5
20
GallavottiA.MalcomberS.GainesC.StanfieldS.WhippleC.KelloggE.et al (2011). BARREN STALK FASTIGIATE1 is an AT-Hook protein required for the formation of maize ears.Plant Cell231756–1771. 10.1105/tpc.111.084590
21
GarrisonE.MarthG. (2012). Haplotype-based variant detection from short-read sequencing.arXiv12073907.
22
GeptsP. (2014). The contribution of genetic and genomic approaches to plant domestication studies.Curr. Opin. Plant Biol.1851–59. 10.1016/j.pbi.2014.02.001
23
GrzebelusD.IorizzoM.SenalikD.EllisonS.CavagnaroP.Macko-PodgórniA.et al (2014). Diversity, genetic mapping, and signatures of domestication in the carrot (Daucus carota L.) genome, as revealed by Diversity Arrays Technology (DArT) markers.Mol. Breed.33625–637. 10.1007/s11032-013-9979-9
24
IorizzoM.EllisonS.SenalikD.ZengP.SatapoominP.BowmanM.et al (2016). A high-quality carrot genome assembly reveals new insights into carotenoid accumulation and Asterid genome evolution.Nat. Genet.48657–666. 10.1038/ng.3565
25
IorizzoM.SenalikD.EllisonS.GrzebelusD.CavagnaroP. F.AllenderC.et al (2013). Genetic structure and domestication of carrot (Daucus carota subsp. sativus) (Apiaceae).Am. J. Bot.100930–938. 10.3732/ajb.1300055
26
IoveneM.CavagnaroP. F.SenalikD.BuellC. R.JiangJ.SimonP. W. (2011). Comparative FISH mapping of Daucus species (Apiaceae family).Chromosome Res19493–506. 10.1007/s10577-011-9202-y
27
IoveneM.GrzebelusE.CarputoD.JiangJ.SimonP. W. (2008). Major cytogenetic landmarks and karyotype analysis in Daucus carota and other Apiaceae.Am. J. Bot.95793–804. 10.3732/ajb.0700007
28
JangG.LeeJ.-Y. (2014). Intercellular trafficking of transcription factors in the vascular tissue patterning.Physiol. Plant.151184–191. 10.1111/ppl.12140
29
JinY.LuoQ.TongH.WangA.ChengZ.TangJ.et al (2011). An AT-hook gene is required for palea formation and floral organ number control in rice.Dev. Biol.359277–288. 10.1016/j.ydbio.2011.08.023
30
LiH.DurbinR. (2009). Fast and accurate short read alignment with Burrows-Wheeler Transform.Boinformatics251754–1760. 10.1093/bioinformatics/btp324
31
LiH.HandsakerB.WysokerA.FennellT.RuanJ.HomerN.et al (2009). The sequence alignment/map (SAM) format and SAMtools.Bioinformatics252078–2079. 10.1093/bioinformatics/btp352
32
LivakK. J.SchmittgenT. D. (2001). Analysis of relative gene expression data using real-time quantitative PCR and 2ΔΔC(T) method.Methods25402–408. 10.1006/meth.2001.1262
33
LuH.ZouY.FengN. (2010). Overexpression of AHL20 negatively regulates defenses in Arabidopsis.J. Integr. Plant Biol.52801–808. 10.1111/j.1744-7909.2010.00969.x
34
MackevicV. (1932). The Carrot of Turkey.Leningrad: Institute of Plant Breeding.
35
Macko-PodgórniA.IorizzoM.SmółkaK.SimonP. W.GrzebelusD. (2014). Conversion of a diversity arrays technology marker differentiating wild and cultivated carrots to a co-dominant cleaved amplified polymorphic site marker.Acta Biochim. Pol.6119–22.
36
MeyerR. S.DuvalA. E.JensenH. R. (2012). Patterns and processes in crop domestication, an historical review and quantitative analysis of 203 global food crops.New Phytol.19629–48. 10.1111/j.1469-8137.2012.04253.x
37
MurrayM. G.ThompsonW. F. (1980). Rapid isolation of high molecular weight plant DNA.Nucleic Acids Res.84321–4326. 10.1093/nar/8.19.4321
38
NeiM.GojoboriT. (1986). Simple methods for estimating the numbers of synonymous and nonsynonymous nucleotide substitutions.Mol. Biol. Evol.3418–426.
39
NgK.-H.YuH.ItoT. (2009). AGAMOUS controls GIANT KILLER, a multifunctional chromatin modifier in reproductive organ patterning and differentiation.PLoS Biol.7:e1000251. 10.1371/journal.pbio.1000251
40
RogersM. F.ThomasJ.ReddyA. S.Ben-HurA. (2012). SpliceGrapher: detecting patterns of alternative splicing from RNA-Seq data in the context of gene models and EST data.Genome Biol.13:R4. 10.1186/gb-2012-13-1-r4
41
SimonP. W.RubatzkyV.BassettM. J.StrandbergJ. O.WhiteJ. M. (1997). B7262 purple carrot inbred.HortSci.32146–147.
42
SmallE. (1978). A numerical taxonomic analysis of the Daucus carota complex.Can. J. Bot.56248–276. 10.1139/b78-033
43
StolarczykJ.JanickJ. (2011). Carrot, history and iconography.Chron. Horticult.5113–18.
44
StreetI. H.ShahP. K.SmithA. M.AveryN.NeffM. M. (2008). The AT-hook-containing proteins SOB3/AHL29 and ESC/AHL27 are negative modulators of hypocotyl growth in Arabidopsis.Plant J.541–14. 10.1111/j.1365-313X.2007.03393.x
45
TamuraK.StecherG.PetersonD.FilipskiA.KumarS. (2013). MEGA6 Molecular Evolutionary Genetics Analysis version 6.0.Mol. Biol. Evol.302725–2729. 10.1093/molbev/mst197
46
Van OoijenJ. W. (2006). JoinMap 4 Software for the Calculation of Genetic Linkage Maps in Experimental Populations.Wageningen: Kyazma BV.
47
VavilovN. I. (1992). Origin and Geography of Cultivated Plants.New York, NY: Cambridge University Press.
48
WangS.BastenC. J.ZengZ.-B. (2012). Windows QTL Cartographer 2.5.Raleigh, NC: Department of Statistics, North Carolina State University.
49
XiaoC.ChenF.YuX.LinC.FuY.-F. (2009). Over-expression of an AT-hook gene, AHL22 delays flowering and inhibits the elongation of the hypocotyl in Arabidopsis thaliana.Plant Mol. Biol.7139–50. 10.1007/s11103-009-9507-9
50
YadetaK. A.HanemianM.SmitP.HiemstraJ. A.PereiraA.MarcoY.et al (2011). The Arabidopsis thaliana DNA-binding protein AHL19 mediates Verticillium wilt resistance.Mol. Plant Microbe Interact.241582–1591. 10.1094/MPMI-04-11-0090
51
YeJ.CoulourisG.CutcutacheI.RozenS.MaddenT. (2012). Primer-BLAST, a tool to design target-specific primers for polymerase chain reaction.BMC Bioinformatics13:1. 10.1186/1471-2105-13-134
52
YildizM.WillisD. K.CavagnaroP. F.IorizzoM.AbakK.SimonP. W. (2013). Expression and mapping of anthocyanin biosynthesis genes in carrot.Theor. Appl. Genet.1261689–1702. 10.1007/s00122-013-2084-y
53
YunJ.KimY.-S.JungJ.-H.SeoP. J.ParkC.-M. (2012). The AT-hook motif-containing protein AHL22 regulates flowering initiation by modifying FLOWERING LOCUS T chromatin in Arabidopsis.J. Biol. Chem.28715307–15316. 10.1074/jbc.M111.318477
54
ZagorodskikhP. (1939). New data on the origin and taxonomy of the cultivated carrot.C. R. (Doklady) Acad. Sci. USSR25522–525.
55
ZhaoJ.FaveroD. S.PengH.NeffM. M. (2013). Arabidopsis thaliana AHL family modulates hypocotyl growth redundantly by interacting with each other via the PPC/DUF296 domain.Proc. Natl. Acad. Sci. U.S.A.110E4688–E4697. 10.1073/pnas.1219277110
56
ZhaoJ.FaveroD. S.QiuJ.RoalsonE. H.NeffM. M. (2014). Insights into the evolution and diversification of the AT-hook motif nuclear localized gene family in land plants.BMC Plant Biol.14:266. 10.1186/s12870-014-0266-7
57
ZhouJ.WangX.LeeJ.-Y.LeeJ.-Y. (2013). Cell-to-cell movement of two interacting AT-hook factors in Arabidopsis root vascular tissue patterning.Plant Cell25187–201. 10.1105/tpc.112.102210
58
ZoharyD.HopfM. (2000). Domestication of Plants in the Old World, 3rd Edn. Oxford: Oxford University Press.
Summary
Keywords
AT-hook motif nuclear localized (AHL), domestication syndrome, genotyping-by-sequencing, linkage disequilibrium, single nucleotide polymorphism, storage root
Citation
Macko-Podgórni A, Machaj G, Stelmach K, Senalik D, Grzebelus E, Iorizzo M, Simon PW and Grzebelus D (2017) Characterization of a Genomic Region under Selection in Cultivated Carrot (Daucus carota subsp. sativus) Reveals a Candidate Domestication Gene. Front. Plant Sci. 8:12. doi: 10.3389/fpls.2017.00012
Received
25 October 2016
Accepted
04 January 2017
Published
18 January 2017
Volume
8 - 2017
Edited by
Henry T. Nguyen, University of Missouri, USA
Reviewed by
Steven B. Cannon, Agricultural Research Service (USDA), USA; Claudio R. Galmarini, National University of Cuyo, Argentina
Updates

Check for updates
Copyright
© 2017 Macko-Podgórni, Machaj, Stelmach, Senalik, Grzebelus, Iorizzo, Simon and Grzebelus.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Dariusz Grzebelus, d.grzebelus@ogr.ur.krakow.pl
This article was submitted to Plant Genetics and Genomics, a section of the journal Frontiers in Plant Science
Disclaimer
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.