| Literature DB >> 31295263 |
Adriana Larrea-Sarmiento1, Anne M Alvarez1, James P Stack2, Mohammad Arif1.
Abstract
Clavibacter is an agriculturally important genus comprising a single species, Clavibacter michiganensis, and multiple subspecies, including, C. michiganensis subsp. nebraskensis which causes Goss's wilt/blight of corn, accounts for high yield losses and is listed among the five most significant diseases of corn in the United States of America. Our research objective was to develop a robust and rapid multiplex TaqMan real-time PCR (qPCR) to detect C. michiganensis in general and C. michiganensis subsp. nebraskensis with enhanced reliability and accuracy by adding non-complementary AT sequences to the 5' end of the forward and reverse primers. Comparative genomic analyses were performed to identify unique and conserved gene regions for primer and probe design. The unique genomic regions, ABC transporter ATP-binding protein CDS/ABC-transporter permease and MFS transporter were determined for specific detection of C. michiganensis and C. m. subsp. nebraskensis, respectively. The AT-rich sequences at the 5' position of the primers enhanced the reaction efficiency and sensitivity of rapid qPCR cycling; the reliability, accuracy and high efficiency of the developed assay was confirmed after testing with 59 strains from inclusivity and exclusivity panels-no false positives or false negatives were detected. The assays were also validated through naturally and artificially infected corn plant samples; all samples were detected for C. michiganensis and C. m. subsp. nebraskensis with 100% accuracy. The assay with 5' AT-rich sequences detected up to 10- and 100-fg of C. michiganensis and C. michiganensis subsp. nebraskensis genome targets, respectively. No adverse effect was observed when sensitivity assays were spiked with host genomic DNA. Addition of 5' AT-rich sequences enhanced the qPCR reaction efficiency from 0.82 (M = -3.83) and 0.91 (M = -3.54) to 1.04 (with optimum slope value; M = -3.23) for both C. michiganensis and C. michiganensis subsp. nebraskensis, respectively; an increase of 10-fold sensitivity was also obtained with C. michiganensis primer set. The methodology proposed here can be used to optimize reaction efficiency and to harmonize diagnostic protocols which have prodigious applications in routine diagnostics, biosecurity and microbial forensics.Entities:
Mesh:
Substances:
Year: 2019 PMID: 31295263 PMCID: PMC6622472 DOI: 10.1371/journal.pone.0218530
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fifty-nine strains of plant-associated bacteria were used in inclusivity and exclusivity panels to validate the specificity of multiplex TaqMan real-time PCR developed to detect all Clavibacter michiganensis subspecies and specifically, C. michiganensis subsp. nebraskensis.
| Sample code | Other ID | Accession number | Strain | Host | Origin | Average CT value | |
|---|---|---|---|---|---|---|---|
| CM | Cmn | ||||||
| A6203 | DP104A | MH560461 | corn | OK, USA | 19.2 | 23.7 | |
| A6204 | DP114A | MH560462 | corn | TX, USA | 14.65 | 19.26 | |
| A6205 | DP115 | MH560463 | corn | IA, USA | 12.03 | 17.68 | |
| A6206 | DP117 | MH560464 | corn | NE, USA | 11.88 | 17.32 | |
| A6207 | DP121 | MH560465 | corn | TX, USA | 11.05 | 16.49 | |
| A6208 | DP122A | MH560466 | corn | NE, USA | 12.92 | 17.47 | |
| A6209c | DP134 | MH560467 | corn | TX, USA | 15.81 | 20.09 | |
| A6210 | DP137 | MH560468 | corn | TX, USA | 13.09 | 17.87 | |
| A6211 | DP139B | MH560469 | corn | TX, USA | 13.64 | 18.82 | |
| A6212 | DP164 | MH560470 | corn | NE, USA | 11.08 | 15.22 | |
| A6213 | DP165c | MH560471 | corn | IA, USA | 12.48 | 17.59 | |
| A6094 | NCPPB 2579; LMG 3698 | MH560472 | corn | NE, USA | 15.94 | 19.09 | |
| A6095 | 20037 | MH560473 | corn | NE, USA | 10.06 | 14.91 | |
| A6096 | 200800460 | MH560474 | corn | NE, USA | 12.05 | 16.84 | |
| K-1 | MH560475 | corn | KA, USA | 11.71 | 15.65 | ||
| K-2 | MH560476 | corn | KA, USA | 10.01 | 14.71 | ||
| A2058 | H-160 | MH560477 | tomato | ID, USA | 17.5 | X | |
| A4004 | 47 | MH560481 | tomato | OH, USA | 12.23 | X | |
| A4763 | N 7388A; K075 | MH560485 | tomato | Morocco | 9.01 | X | |
| A4758 | N 212; K074 | MH560484 | tomato | China | 8.86 | X | |
| A4598 | Cmm038 | MH560482 | tomato | WA, USA | 10.71 | X | |
| A4690 | CMM 461 | MH560483 | tomato | Portugal | 10.01 | X | |
| A2645 | S47 | MH560480 | tomato | CA, USA | 10.25 | X | |
| A1746 | A 518–1 | MH560479 | tomato | HI, USA | 9.32 | X | |
| A6268 | 70049 | MH560492 | tomato | Unknown | 16.88 | X | |
| A2041 | R8 | MH560493 | potato | Unknown | 19.08 | X | |
| A6172 | ATCC33113 | MH560494 | potato | Canada | 16.52 | X | |
| A6101 | ATCCBAA-2690; ZUM3936; CFBP 8217 | MH560495 | tomato | Chile | 16.36 | X | |
| A6112 | 1646; P5005 | MH560497 | pepper | China | 11.49 | X | |
| A6113 | 1647; P5006 | MH560498 | pepper | China | 13.81 | X | |
| A6134 | C55 | MH560499 | tomato | CA, USA | 10.13 | X | |
| A6135 | LPPA982; LMG 27667 | MH560500 | bean | Spain | 15.66 | X | |
| A1149 | QR-80 | MH560501 | alfalfa | KS, USA | 16.5 | X | |
| A6109 | ZUM 4260; LMG7294; ATCC33566 | MH560502 | wheat | USA | 14.8 | X | |
| A1148 | QR-79; ATCC6887 | – | bean | Unknown | X | X | |
| A1150 | QR-81a; ATCC12975 | – | unknown | USA | X | X | |
| A1151 | QR-81b | – | unknown | USA | X | X | |
| A1147 | QR-78; ATCC9682 | – | poinsettia | USA | X | X | |
| A6266 | 70002 | – | poinsettia | Unknown | X | X | |
| A6267 | 70008 | – | tulip | Unknown | X | X | |
| A6272 | 70423 | – | tulip | Unknown | X | X | |
| A1152 | QR-82; ATCC13659 | – | grass | United Kingdom | X | X | |
| A6214 | DP101 | MH547375 | corn | IA, USA | X | X | |
| A6218 | DP122B | MH547376 | corn | NE, USA | X | X | |
| A6216 | DP114B | MH547381 | corn | TX, USA | X | X | |
| A6222 | DP138 | MH547382 | corn | WI, USA | X | X | |
| A6223 | DP140 | MH547379 | corn | IA, USA | X | X | |
| A6225 | DP143 | MH547388 | corn | NM, USA | X | X | |
| A6276 | DP150B | MH547383 | corn | MO, USA | X | X | |
| A6220 | DP133 | MH547386 | corn | IA, USA | X | X | |
| A6227 | DP149 | MH547390 | corn | TX, USA | X | X | |
| A6224 | DP142 | MH547377 | corn | IA, USA | X | X | |
| A6230 | DP162A | MH547378 | corn | SD, USA | X | X | |
| A6234 | D36-1 | – | anthurium | HI, USA | X | X | |
| A5422 | CFBP2052 | – | corn | USA | X | X | |
| A5371 | CC26 | – | aglaonema | HI, USA | X | X | |
| A3830 | CC46 | – | rice | South Africa | X | X | |
| A6178 | CC36 | – | tomato | USA | X | X | |
| A3617 | CC93R | – | tomato | South America | X | X | |
aStrains designated names from literature; ATCC: American Type Culture Collection; CFBP: Collection Française de Bactéries associées aux plantes (French Collection of Plant associated bacteria); LMG: Collection of Laboratorium voor Microbiologie en Microbiele Genetica, Belgicum; DP: strains isolated from corn leaf samples; CM: Clavibacter michiganensis specific; Cmn: C. michiganensis subsp. nebraskensis specific
average CT values calculated using Rotor-Gene Q Series Software (Qiagen Inc, Valencia, CA)
c strains used for corn leaf infection; identity of all C. michiganensis and non-C. michiganensis strains were confirmed using dnaA and 16S rRNA gene regions, respectively
*DNA naturally infected corn samples received from James P. Stack (Kansas State University-2017); “-”no sequencing was performed.
Fig 1Genome alignment, comparison and locations of target genes unique to C. michiganensis and C. michiganensis subsp. nebraskensis.
A ring image was generated to locate ABC transporter ATP-binding protein/ABC-transporter permease and major facilitator superfamily (MFS) transporter gene regions for C. michiganensis and C. michiganensis subsp. nebraskensis, respectively. Strains used to generate a BRIG image are mentioned in the figure with their NCBI GenBank accession numbers in parenthesis; all the genomes were retrieved from NCBI GenBank genome database. The genome ring image from the inside out shows genome coordinates (kbp), GC content (black), GC skew (purple/green). The remaining rings show BLASTN comparison of 10 complete genomes and location of target genes following as labelled. C. michiganensis subsp. nebraskensis (NC_020891) was used as reference genome.
Thermodynamic parameters, secondary structures and product size of the primers and probes designed to specifically detect Clavibacter michiganensis and C. michiganensis subsp. nebraskensis.
| Target | Primer name | Primer sequences (5’-3’) | Length | TM (°C) | GC% | ΔG | Any | 3’ | Query cover (%)e | Identity (%) | Product |
|---|---|---|---|---|---|---|---|---|---|---|---|
| CM-F1 | 20 | 60.8 | 55.0 | 0.7 | 5.0 | 0.0 | 100 | 100 | 107 | ||
| CM-R1 | 20 | 59.1 | 55.0 | 0.9 | 4.0 | 2.0 | 100 | 100 | |||
| CM-F1_wf | 31 | 64.1 | 40.0 | 0.9 | 5.0 | 4.0 | ‒ | ‒ | 129 | ||
| CM-R1_wf | 31 | 64.7 | 38.7 | 1.0 | 5.0 | 2.0 | ‒ | ‒ | |||
| CM-P | 24 | 65.2 | 54.2 | 0.4 | 7.0 | 3.0 | 100 | 100 | |||
| Cmn-F11 | 21 | 61.5 | 52.4 | 1.0 | 4.0 | 2.0 | 100 | 100 | 151 | ||
| Cmn-R11 | 21 | 59.4 | 47.6 | 0.9 | 8.0 | 4.0 | 100 | 100 | |||
| Cmn-F11_wf | 31 | 65.0 | 38.7 | 1.0 | 8.0 | 2.0 | ‒ | ‒ | 171 | ||
| Cmn-R11_wf | 31 | 63.8 | 38.7 | 0.9 | 8.0 | 4.0 | ‒ | ‒ | |||
| Cmn11-P | 25 | 70.5 | 60.0 | 1.0 | 4.0 | 0.0 | 100 | 100 |
aFlap primers with 5’ AT -rich nucleotides (bold letters)
bannealing temperature (TM) of the primers were calculated using Primer3 Plus
cΔG value (kcal/mol) in plot calculated using mFold
dSelf-complementary and 3’ self-complementary scores (Any and 3’, respectively) of the oligos calculated using Primer3 Plus.
eQuery cover and Identity (%) of the oligos were calculated using BLASTn.
Fig 2Principle and application of 5’-AT rich flap sequence to optimize polymerase chain reaction (PCR) thermodynamics and efficiency.
The reaction efficiency was improved by adding customized 10–11 nucleotides long AT-rich sequences at 5’ position of each primer. The flap sequences are incorporated after the 2nd cycle of the PCR–increases the specificity and speed with optimized reaction efficiency.
Fig 3dnaA color-coded demarcation matrix of Clavibacter michiganensis subspecies.
Maximum likelihood (ML) phylogeny of 43 partial sequences within C. michiganensis subspecies were used for constructing the pairwise similarity scores, displaying a color-coded matrix. dnaA phylogeny within C. michiganensis shows evolutionary distances gathering nine evident clades, each one representing one subspecies. Bootstrap values were computed with 1,000 replicates using MEGA 7.0.25 and dnaA sequences of Leifsonia xyli and Rathayibacter tritici served as outgroup, sharing less than 89% similarity.
Fig 4Effect of 5’ AT-rich flap on TaqMan real-time qPCR sensitivity assays performed using ten-fold serially diluted genomic DNA.
(A) and (B). TaqMan real-time qPCR assays with individual primer set harboring no complementary 5’ AT-rich sequences. (A) represents the detection C. michiganensis; and (B) represents the subspecific detection of C. m. subsp. nebraskensis; (C, D, E, F and G) are multiplex and single reactions after adding the non-complementary 5’ AT-rich sequences. (C) and (D) multiplex reactions for simultaneous detection of all subspecies of C. michiganensis and of C. m. subsp. nebraskensis, respectively. (E) and (F) multiplex reactions conducted for simultaneous detection of C. michiganensis subspecies and of C. m. subsp. nebraskensis, respectively, after adding 1 μl of healthy plant corn DNA to each 10-fold serially diluted sensitivity reactions in order to simulate natural infection. (G) and (H) TaqMan real-time qPCR assays performed with individual primer and probe sets to detect C. michiganensis subspecies and C. m. subsp. nebraskensis, respectively. All assays were conducted from 10 ng to 10 fg serially diluted genomic DNA of C. m. subsp. nebraskensis (strain A6206) using Rotorgene.
Comparative analyses of 5’ AT-rich tailed and non-tailed primers specifically designed to detect Clavibacter michiganensis and C. michiganensis subsp. nebraskensis.
| TaqMan real-time qPCR [CT values (SD)] | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 ng | 1 ng | 100 pg | 10 pg | 1 pg | 100 fg | 10 fg | |||||
| Multiplex | CM-F/R | 0.82 | 3.83 | 14.93 (0.05) | 19.00 (0.12) | 22.78 (0.23) | 26.47 (0.02) | 30.24 (0.13) | 34.53 (0.48) | - | |
| Cmn11-F/R | 0.91 | 3.54 | 17.98 (0.05) | 21.91 (0.14) | 25.57 (0.22) | 29.20 (0.00) | 32.82 (0.10) | - | - | ||
| 5'-FLAP | CM-F/R | 1.04 | 3.28 | 14.27 (0.01) | 17.70 (0.07) | 21.09 (0.06) | 24.54 (0.13) | 27.62 (0.03) | 30.53 (0.10) | 33.66 (0.10) | |
| Cmn11-F/R | 0.98 | 3.36 | 18.20 (0.00) | 21.34 (0.02) | 24.67 (0.06) | 28.20 (0.13) | 31.41 (0.38) | 35.00 (0.03) | - | ||
| CM-F/R | 1.02 | 3.27 | 14.81 (0.05) | 18.05 (0.00) | 21.79 (0.01) | 24.93 (0.00) | 28.10 (0.14) | 30.85 (0.29) | 34.25 (0.26) | ||
| Cmn11-F/R | 0.99 | 3.33 | 18.78 (0.03) | 21.78 (0.01) | 25.50 (0.07) | 28.62 (0.02) | 32.17 (0.18) | - | - | ||
| Single | 5'-FLAP | CM-F/R | 0.99 | 3.34 | 14.46 (0.02) | 17.76 (0.01) | 21.25 (0.01) | 24.67 (0.00) | 27.75 (0.08) | 31.07 (0.05) | 34.96 (0.32) |
| Cmn11-F/R | 1.00 | 3.32 | 18.67 (0.00) | 21.88 (0.09) | 24.98 (0.09) | 28.70 (0.08) | 31.85 (0.11) | 35.85 (0.25) | - | ||
aFlap primers with AT 5’-rich non-complementary nucleotides
bspiked test was performed only in multiplex reactions; each reaction was performed in three replicates and the average CT values are provided with their standard deviation.