Abstract
Authentication of Panax ginseng and Panax quinquefolius products is important to be able to mitigate instances of adulteration and substitution that exist within the international supply chain of ginseng. To address this issue, species-specific hydrolysis probe qPCR assays were developed and validated for both P. ginseng and P. quinquefolius herbal dietary supplements. Performance of the probe-based assays was evaluated using analytical validation criteria, which included evaluation of: (1) specificity, in selectively identifying the target species; (2) sensitivity, in detecting the lowest amount of the target material; and (3) repeatability and reproducibility of the method in detecting the target species in raw materials on a real-time PCR platform (reliability). The species-specific probes were developed and successfully passed the validation criteria with 100% specificity, 80–120% efficiency and 100% reliability. The methods developed in this study are fit for purpose, rapid, and easy to implement in quality assurance programs; authentication of ginseng herbal supplements is possible, even with extracts where DNA is fragmented and of low quality and quantity.
Keywords: panax ginseng, panax quinquefolius, ginseng, herbal medicine, method validation
1. Introduction
Ginseng is the collective term used to refer to several plant species that belong to the genus, Panax. Thirteen species of ginseng have been identified, but the most widely used species are Panax ginseng (Asian ginseng), grown in China and Korea, and Panax quinquefolius (American ginseng), grown in the United States and Canada. Earlier studies have shown that the roots of these two herbs have antidiabetic [1], antistress [2], and anticancer [3] properties. Due to popularity in their use as treatments for diabetes and other diseases, ginseng products are available in different formulations, ranging from whole roots and teas to powders and capsules. In the world medicinal plant trade, ginseng product value is estimated to be greater than USD 2.1 billion [4]. Since ginseng products are valued in their respective domestic markets, intentional adulteration of American ginseng with Asian ginseng and vice versa is commonly practiced, motivated by various economic incentives [5]. Because most ginseng products come in powdered form and have similar morphology, it is difficult to identify the source of these products through visual inspection. Furthermore, these powdered extracts have low quantities of extractable DNA that is broken into small fragments [6,7,8], preventing the use of next generation sequencing (NGS) or conventional DNA barcoding approaches that require long fragments of DNA [9] for species identification.
The most common method used for differentiation of these two Panax species involves characterization of metabolites present in the plants. Chemical composition of ginsenosides—the main constituents in Panax spp.—varies greatly between these two species; thus, several studies on ginseng adulteration have examined the potential of using ginsenoside composition as a chemical marker [10,11,12]. The movement towards the global trade of botanicals as powdered extract matrices exacerbates the difficulties in ingredient verification due to the lack of chemical extract standards for specific botanicals and their known adulterants. Although there are a few DNA-based studies conducted for detection of adulteration of ginseng, these genetic studies are mainly focused on using DNA markers for studying phylogenetic differences, cultivar identification, and population structure of Panax spp. [13,14]. The current methods for detecting adulteration have not been properly validated [15], and they employ older methods such as DNA barcoding, which is not fit for purpose nor effective for the commonly traded highly processed extracts (i.e., the matrices with heavily fragmented DNA template) [6,9]. Several genetic methods have been developed and validated specifically for the identification of ginseng species. However, these methods employed species-specific primers using the conventional PCR approach that involved several post-amplification steps such as gel running and sequencing of the amplified product [16,17,18,19]. Although these methods successfully identified ginseng species, they have the same disadvantages as DNA barcoding. To the authors’ knowledge, there are no validated hydrolysis probe-based qPCR assays available for the sole purpose of identifying adulteration between these two species.
In this study, for the first time, hydrolysis probe-based qPCR assays for P. ginseng and P. quinquefolius were developed and validated to test the authenticity of labelled Panax herbal products. On-site testing facilitates quick and reliable supply chain verification by commercial companies involved in the manufacturing of natural health products. As a novel approach, this assay was validated on a portable qPCR instrument, bCUBE (Hyris Ltd., London, UK), which is a point of care diagnostic device that can be used for on-site testing of botanicals. Since traditional PCR based approaches cannot be used on-site, this approach has the potential to become a handy technique for the botanical manufacturing industry.
2. Materials and Methods
2.1. Samples for Testing
Both P. ginseng and P. quinquefolius assays were validated using 38 samples. Nine samples of P. ginseng and ten samples of P. quiquefolius were used as targets for the respective assays, and the remaining 19 samples were used as non-targets for both assays (Table 1). In addition, 42 labelled, commercial products were procured for P. ginseng, and 40 for P. quinquefolius from various locations in Canada, China and USA (Table S1) through the study’s partner, the Natural Health Products Research Alliance (NHPRA). Standard biological reference material (SBRM) for P. ginseng (BRM661) was obtained from Tieli, Heilongjiang Province, China, through a NHPRA partner. SBRM for P. quinquefolius (BRM903) was collected from Brantford, Ontario, Canada. Two types of matrices, root and leaf, were used for testing both the assays.
Table 1.
Botanical Name | Family | Sample Code | Type of Sample | Type of Material |
---|---|---|---|---|
Panax ginseng | Araliaceae | PG1 | Target | Processed root powder |
Panax ginseng | Araliaceae | PG3 | Target | Dried root powder |
Panax ginseng | Araliaceae | PG11 | Target | Dried root powder |
Panax ginseng | Araliaceae | PG12/BRM661 | Target | Dried root powder (SBRM) |
Panax ginseng | Araliaceae | PG33 | Target | Dried root powder |
Panax ginseng | Araliaceae | PG27 | Target | Dried root powder |
Panax ginseng | Araliaceae | PG56 | Target | Dried root powder |
Panax ginseng | Araliaceae | PG61 | Target | Dried root powder |
Panax ginseng | Araliaceae | H124 | Target | Processed root powder |
Panax quinquefolius | Araliaceae | H121 | Target | Processed root powder |
Panax quinquefolius | Araliaceae | H122 | Target | Processed root powder |
Panax quinquefolius | Araliaceae | H123 | Target | Processed root powder |
Panax quinquefolius | Araliaceae | PQ6/BRM903 | Target | Dried root powder (SBRM) |
Panax quinquefolius | Araliaceae | PQ7 | Target | Dried root powder |
Panax quinquefolius | Araliaceae | PQ8 | Target | Dried root powder |
Panax quinquefolius | Araliaceae | PQ9 | Target | Dried root powder |
Panax quinquefolius | Araliaceae | PQ13 | Target | Dried root powder |
Panax quinquefolius | Araliaceae | PQ31 | Target | Dried root powder |
Panax quinquefolius | Araliaceae | PQ50 | Target | Dried root powder |
Panax notoginseng | Araliaceae | H125 | Non-target | Processed root powder |
Panax trifolius | Araliaceae | H8 | Non-target | Dried root powder |
Glycine max | Fabaceae | H11 | Non-target | Dried leaf powder |
Mirabilis jalapa | Nyctaginaceae | H126 | Non-target | Dried leaf powder |
Phytolacca decandra | Phytolaccaceae | H9 | Non-target | Dried leaf powder |
Curcuma longa | Zingiberaceae | NV19 | Non-target | Dried root powder |
Silybum marianum | Asteraceae | 269NAT | Non-target | Dried seed powder |
Trigonella foenum-graecum | Fabaceae | CO1002 | Non-target | Dried seed powder |
Withania somnifera | Solanaceae | SKP2 | Non-target | Dried root powder |
Camellia sinensis | Theaceae | 281NAT | Non-target | Dried leaf powder |
Valeriana officinalis | Caprifoliaceae | BT1131GM1258 | Non-target | Dried root powder |
Passiflora incarnata | Passifloraceae | BT1045PR1574 | Non-target | Dried leaf powder |
Echinacea purpurea | Asteraceae | PHY42 | Non-target | Dried leaf powder |
Actaea racemosa | Ranunculaceae | 48NBT | Non-target | Dried root powder |
Hydrastis canadensis | Ranunculaceae | NAT633 | Non-target | Dried root powder |
Allium sativum | Amaryllidaceae | LL0/64-02 | Non-target | Dried bulb |
Lepidium meyenii | Brassicaceae | BT1110RT1285 | Non-target | Dried root powder |
Sedum roseum | Brassicaceae | BT1062AT1020 | Non-target | Dried root powder |
Hypericum perforatum | Clusiaceae | 52EU | Non-target | Dried leaf powder |
2.2. Primer and Probe Design
Available full length chloroplast genomes of P. ginseng, P. quinquefolius and P. notoginseng were downloaded from Genbank. Chloroplast genomes were aligned using the Windows online version of MAFFT alignment program (https://bit.ly/3iqdjbm, 3 November 2021). Primer and probes were developed from diagnostic regions identified for each species (Tables S2 and S3). Primers and probes for both P. ginseng and P. quinquefolius were designed using the PrimerQuestTM tool from Integrated DNA Technologies (IDT, Redwood City, CA, USA). Both assays were ordered from IDT (Redwood City, CA, USA) as PrimeTime™, qPCR probe assays, which contained primers and probe, pooled in a single vial. The primers and probe mix was suspended in 1 mL nuclease-free water to obtain a 10× concentration.
2.3. DNA Purification and Quantification
Genomic DNA from target and non-target samples was extracted using Nucleospin® Plant II kit (Macherey–Nagel GmbH & Co. KG, Düren, Germany) to obtain high quality DNA. Extractions were performed according to the manufacturer’s instructions, using 60 mg of each sample. DNA was extracted from the target samples (involving both processed and unprocessed (raw) dried root and leaf powder matrices). Similarly, dried leaf material was used for DNA extraction of non-targets. DNA quantification for both targets and non-targets was performed using the QubitTM 3.0 Fluorometer (Invitrogen, Carlsbad, CA, USA).
2.4. Real-Time PCR
The qPCR reactions for validation of both assays were performed on bCUBE (Hyris Ltd., London, UK), a portable qPCR machine, using the SensiFASTTM Probe No-ROX Kit (Bioline, London, UK). PCR was performed in a final volume of 20 μL including 1 μL of templates, 10 μL of SensiFAST Probe No-ROX mix, 1 μL of 250 nM of primers and 125 nM of probe (P. ginseng), or 2 μL of 250 nM of primers and 125 nM of probe (P. quinquefolius), and made up to 20 μL with nuclease-free water. DNA concentration was normalised to 2 ng/μL for all the samples tested. Reaction volumes of PCR ingredients are shown below (Table 2).
Table 2.
Panax ginseng | Panax quinquefolius | |
---|---|---|
SensiFAST Probe No-ROX mix (2×) | 10 µL | 10 µL |
Primer and Probe (10×) | 1 µL | 2 µL |
DMSO | 1 µL | 1 µL |
Template DNA | 1 µL | 1 µL |
Nuclease free water | 7 µL | 6 µL |
Total volume | 20 µL | 20 µL |
Both P. ginseng and P. quinquefolius qPCR assays’ cycling conditions on the bCUBE consisted of initial denaturation for 5 min at 95 °C, followed by 40 amplification cycles with denaturation for 10 s at 95 °C, and an annealing/extension for 20 s at 65 °C.
Authentication of 42 P. ginseng and 40 P. quinquefolius labelled products was performed on a LightCycler® 480 Instrument (Roche Diagnostics, Rotkreuz, Switzerlandwith 35 amplification cycles for both the assays. For the P. ginseng assay, an annealing/extension temperature of 67 °C was used, leaving all other cycling conditions the same as the bCUBE test, while no cycling conditions were changed for the P. quinquefolius assay as compared with the bCUBE test. To facilitate the uniform testing of 82 commercial products, a LightCycler® 480 Instrument was used, which had the capacity to test 96 samples on each run, instead of bCUBE which could only test 16 samples on each run.
2.5. Analytical Specificity
The specificity of an assay is determined by the set of oligonucleotides’ (i.e., primers and/or probe) reactivity with target and non-target species (which may include closely related species from the same genus or other plant species from different genera). Good specificity involves exclusive amplification of intended targets, and no amplification of non-targets. Specificity of P. ginseng and P. quinquefolius assays was tested on nine and ten target samples, respectively, along with five non-target species—including possible adulterants, congeneric species, and standard biological reference materials (SBRM) with taxonomic herbarium vouchers (Table 1). A no template control (NTC) was included in all validation tests. Specificity of the hydrolysis probe assays was tested following guidelines for validation of qualitative real-time PCR methods for molecular diagnostic identification of botanicals [15]. The specificity test results were conveyed as a percentage of false positives or negatives; the percentage of false positive or false negative results should be zero (see formulae below):
(1) |
(2) |
(3) |
2.6. Analytical Sensitivity
This parameter measures the upper and lower limits of the target and allows for the determination of the limit of detection (LOD) by the assay. To establish the LOD of both P. ginseng and P. quinquefolius assays, five 10-fold dilutions of target DNA were tested. Two different starting concentrations and two different sample matrices were tested, each in triplicate, to build the standard curves, according to published assay design guidelines [15]. A reaction efficiency of 80–120% with a correlation coefficient R2 ≥ 0.98 was set as a threshold for each standard curve. All replicates were required to be amplified using the same amount of DNA in all tested dilution series.
2.7. Repeatability
This parameter measures the percent agreement of results obtained for replicated samples analysed in the same laboratory, by the same operator, on the same device. Repeatability for both P. ginseng and P. quinquefolius assays was tested on seven and four target samples, respectively, and three non-target samples in triplicate by the same operator, on the same device, on two different days.
2.8. Reproducibility
This parameter measures the percent agreement of results obtained for replicated samples analysed in two laboratories, or by two operators. Reproducibility for both P. ginseng and P. quinquefolius assays was tested on seven and four target samples, respectively, and three non-target samples in triplicate, by two different operators.
3. Results
3.1. Analytical Specificity
Specificity of the P. ginseng assay was assessed using DNA extracts from nine P. ginseng and four P. quiquefolius samples, and one each of P. trifolius, P. notoginseng, and the remaining non-targets. Similarly, specificity of the P. quinquefolius assay was assessed using DNA extracts from ten P. quinquefolius and four P. ginseng samples, and one each of P. trifolius, P. notoginseng, and the remaining non-targets (Table 1). For both assays, all the target samples were amplified, while no amplification curves were noticed for any of the tested non-targets, including the congeneric species P. notoginseng and P. trifolius. qPCR reactions were performed for 40 cycles on the portable bCUBE platform. Since all the tested target samples were amplified, specificity of the assay, which indicates the ability of assay to correctly detect the target species, was evaluated to be 100% for both assays. Since none of the non-targets were amplified, the percent of false positives, which indicates the ability of the assay to not amplify the non-target species, was zero. Similarly, the percent of false negatives, indicating the incidence of the assay displaying a negative result for a true positive target sample, was also observed to be zero for both assays (Figure 1). Thus, both assays demonstrated superior specificity.
3.2. Amplification Efficiency
Panax ginseng assay amplification efficiency was assessed to be within the recommended range for all three samples tested. Three samples, PG12, PG56, and H124, with respective DNA concentrations of 10.8, 1.62, and 4.5 ng/uL, were tested. DNA was extracted from processed root powder for samples PG12 and PG56, while DNA was extracted from whole root for sample H124. Each sample was tested in a five serial dilution series, and each dilution was tested with three replicates. All three replicates for each dilution were amplified in all three samples tested. Amplification efficiencies of 84.3%, 85.4%, and 101.2% were recorded for PG12, PG56, and H124, respectively.
Amplification efficiency of the P. quinquefolius assay varied for different sample types and DNA concentrations. Two processed root samples and two reference/raw root samples in powdered form were tested. Each sample was tested in five serial dilution series, and each dilution was tested in three replicates. All three replicates for each dilution were amplified in all four samples tested. Processed samples H122 and H123 were tested at starting DNA concentrations of 27 ng/uL and 33 ng/uL, respectively, and showed amplification efficiencies of 135% and 139%, respectively, when Ct values from all five serial dilutions were included in the analysis. These efficiency values were well above the recommended threshold levels of 80–120%. When Ct values from one of the dilution series were excluded from the analysis, samples H122 and H123 had amplification efficiencies of 122% and 111%, respectively. However, raw root samples PQ6 and PQ13, with Ct values from all five serial dilutions, had amplification efficiencies of 88% (tested with a starting DNA concentration of 4.6 ng/uL) and 94.3% (15.1 ng/uL starting concentration), respectively, (Figure 2).
3.3. Analytical Sensitivity
P. ginseng assay analytical sensitivity varied among the three tested samples. Samples PG12 and PG56, which had starting DNA concentrations of 10.8 ng/uL and 1.62 ng/uL, had an LOD of 1.08 × 10−3 ng and 1.62 × 10−4 ng, respectively. However, both samples showed a very similar Ct value of around 32, even with a 10-fold difference in their LOD. Sample H124, which had a starting DNA concentration of 4.5 ng/uL, showed an LOD of 4.5 × 10−4 ng, with a Ct value of 36.28.
Analytical sensitivity for the P. quinquefolius assay also varied for different sample types. Although processed root samples H122 and H123 had respective DNA concentrations of 27 ng/uL and 33 ng/uL, poor amplification efficiency was noticed when their Ct values crossed 27. As a result, LODs for these samples were determined as 2.7 × 10−3 ng and 3.3 × 10−3 ng, respectively. Between the samples PQ6 and PQ13, which were dried root samples, PQ6 had a lower DNA concentration of 4.6 ng/uL, and its amplification efficiency was maintained well within the recommended range—even at a Ct value of 35, which corresponded to an LOD of 4.6 × 10−5 ng. Similarly, the LOD for sample PQ13 was determined to be 1.51 × 10−3 ng.
3.4. Reliability
Reliability measures both repeatability and reproducibility of an assay. The P. ginseng assay produced very similar Ct values when tested on seven samples of the target P. ginseng. None of the tested non-target samples (P. quinquefolius) were amplified. Standard deviation (SD) for Ct values obtained on two different dates (repeatability) ranged from 0.03 to 1.05. Similarly, when two different operators tested the assay (reproducibility), SD for Ct values varied from 0.3 to 0.68 (Tables S4 and S5).
The P. quinquefolius assay produced very similar Ct values when tested on four samples of the target, P. quinquefolius. None of the tested non-target samples (P. ginseng) were amplified. Standard deviation (SD) for Ct values obtained on two different dates (repeatability) ranged from 0.04 to 0.3. Similarly, when two different operators tested the assay (reproducibility), SD for target sample Ct values varied from 0.1 to 0.39 (Tables S6 and S7).
3.5. Authenticity Testing of Panax Samples
Authenticity testing of ginseng samples, commercially labelled as P. ginseng and P. quinquefolius, revealed substitution in two cases. Both P. ginseng and P. quinquefolius assays were tested on 42 samples of P. ginseng and 40 samples of P. quinquefolius, collected from NHPRA partners. Out of 42 P. ginseng samples tested, the P. ginseng assay positively identified 40 samples, while two samples 264NAT and 350NAT could not be amplified. None of the 40 P. quinquefolius samples were amplified with the P. ginseng assay. However, all 40 P. quinquefolius samples were positively identified with the P. quinquefolius assay, while two samples (264NAT and 350NAT) that were originally labelled as P. ginseng were also amplified with this assay, with Ct values of 15.8 and 19.2, respectively. Ct values for both P. ginseng and P. quinquefolius assays varied from 15 to 30 (Figure 3). The identity of 42 P. ginseng and 40 P. quinquefolius samples amplified by their respective hydrolysis probe-based assays was confirmed through Sanger sequencing. Two substituted samples, 264NAT and 350NAT, were also confirmed to be P. quinquefolius through the Sanger sequencing approach.
4. Discussion
There are several studies that have developed tools for DNA-based authentication of ginseng products available in the marketplace. DNA profiling techniques for Panax product authentication have been used since the early 1990s. A research group based at The Chinese University of Hong Kong first used random amplified polymorphic DNA (RAPD) and arbitrary primer-based PCR (AP-PCR) for authentication of six Panax species and four adulterants [20]. Since then, several DNA-based methods such as RFLP [21] and SCAR [22] have been used for differentiating several Panax species. However, all these methods require extensive post-PCR processing, which is labour intensive and time consuming. Additionally, these methods require high quality and quantity DNA, which is difficult to obtain from processed Panax herbal products. Similarly, more recently advanced DNA techniques based on next generation sequencing (NGS) have also been used to authenticate Panax species. DNA microarray-based technique was used to differentiate P. quinquefolius from its close relative P. ginseng [23]. That study was able to generate 30 polymorphic features specific to P. ginseng and nine features specific to P. quinquefolius which could be used for further development of SCAR markers for quick identification of Panax species. However, this required a very elaborate process that involved various steps such as genomic DNA digestion with two separate restriction enzymes, subtraction of non-target species, cloning of subtracted fragments, and hybridisation of target species with labelled probes. Another NGS study developed a well-supported phylogeny of the genus Panax by sequencing full length chloroplast genomes of four Panax species and combining them with publicly available chloroplast sequences of the Aralioideae tribe. Although this study was able to differentiate Panax species, its main objective was to study the evolutionary relationship of Panax group with other members of Araliaceae, rather than specifically developing a diagnostic assay [4]. Additionally, other studies developed DNA-based diagnostic assays for Panax species identification. Species-specific primers were developed from indels using a contig based, intron-flanking strategy and successfully differentiated commercial products of P. ginseng and P. quinquefolius [24]. PCR products were subjected to electrophoresis on 1% agarose gel and the resulting bands were differentiated based on their molecular size. Although this primer-based diagnostic method was successful in Panax species identification, it required post-processing of PCR products, which was a multi-step, time consuming process. Similarly, a high resolution melting (HRM) method was developed using plant DNA barcoding markers by designing specific primers for five (ITS2, matK, rbcL, trnH-psbA and trnL) barcoding markers [25] and dammarenediol synthase [26]. Although this method did not require any post-PCR processing and measured the real time fluorescence of intercalating dyes, it may not be as reproducible as probe-based techniques. Although these methods were formative, they proved to have limitations, such as only performing well with good quality and quantity DNA template, marked by long sequence reads that are not available in the commonly traded extract forms of ginseng and other botanicals. Hydrolysis probe-based qPCR assays are fit for purpose and efficient, and their >200 bp target size makes the approach robust in the context of highly fragmented DNA matrices.
The first requirement for any diagnostic assay is to have specificity for its target species. Specificity is primarily achieved by targeting species-specific genomic regions for primer and probe design. However, in congeneric species, it can often be difficult to find large stretches of unique regions due to their close taxonomic proximity [27]. In such cases, primers and probes are designed across only one or two single nucleotide polymorphisms (SNPs) [28]. Diagnostic assays targeting SNPs need stringent experimental conditions such as higher annealing temperature and intra-PCR chemical additives to increase efficiency during the assay optimization stage [29]. During this study, it was a challenge to find diagnostic chloroplast regions for both P. ginseng and P. quinquefolius that could be used to differentiate each from the other, and from other closely related species of the Panax genus. Single SNP regions that are unique to P. ginseng and P. quinquefolius were targeted for probe design. Due to this mononucleotide polymorphism between Panax spp., a late amplification of non-targets during assay optimization was noticed; to avoid this, the assay was optimised at a higher annealing temperature and DMSO was added. Cross-reactivity of both assays was tested on most commonly traded botanicals (Table 1) other than Panax species, and none of the non-target botanicals were amplified with these assays.
In addition to specificity, other parameters such as amplification efficiency, sensitivity, and reliability are also important for validating a probe-based assay that is designed to identify the ingredients of a herbal product [15]. During the manufacturing process, herbal products undergo several heat and chemical processes that can degrade and reduce the DNA quantity of plant ingredients [7,30,31]. Therefore, it is important for an assay to be effective in identifying ingredients with very low DNA concentrations. In this study, the P. ginseng assay had the lowest limit of detection (LOD) of 0.162 picograms of DNA when tested with sample PG56—which is a standard biological reference material (SBRM)—with an average Ct value of 32.89. However, sample H124—which is an industrially processed ginseng root powder—had an LOD of 0.45 picograms, with an average Ct value of 36.28 and with an amplification efficiency of 101.2%. Similarly, the P. quinquefolius assay could obtain the lowest limit of detection (LOD), 0.046 picograms, using the sample PQ6 (an SBRM). On the contrary, samples H122 and H123—which are industrially processed root powders—had higher LODs, and their amplification efficiencies surpassed the highest recommended level of 120%, indicating the presence of PCR inhibitory compounds. Although processed samples were observed to impede amplification efficiency in both assays, parameters were observed to remain in range for confident, qualitative ingredient detection. This study clearly demonstrated the ability of both P. ginseng and P. quinquefolius assays to amplify industrially processed ginseng herbal material.
Supplementary Materials
The following are available online at https://www.mdpi.com/article/10.3390/foods10112705/s1, Table S1. Commercially labelled ginseng products used for authentication testing by both P. ginseng and P. quinquefoius assays. Table S2. Primer and probe sequences for P. ginseng assay. Table S3. Primer and probe sequences for P. quinquefolius assay. Table S4. Repeatability of the P. ginseng assay. Table S5. Reproducibility of the P. ginseng assay. Table S6. Repeatability of the P. quinquefolius assay. Table S7. Reproducibility of the P. quinquefolius assay. Table S8. Amplicon sequences obtained from Panax ginseng commercial products Table S9. Amplicon sequences obtained from Panax quinquefolius commercial products Figure S1. Panax ginseng amplicon sequence showing variability with Panax quinquefolius. Figure S2. Panax quinquefolius amplicon sequence showing variability with Panax ginseng.
Author Contributions
Conceptualization, P.K., S.R. and S.G.N.; validation, P.K., D.S., F.B. and I.D.N.; formal analysis, P.K., D.S., A.C.F., F.B. and I.D.N.; resources, S.R. and S.G.N.; writing—original draft preparation, P.K.; writing—review and editing, P.K., S.R., A.C.F., Z.L., Y.Z. and S.G.N.; supervision, S.R.; funding acquisition, S.G.N. All authors have read and agreed to the published version of the manuscript.
Funding
Funding for this research was provided by the Natural Health Product Research Alliance, University of Guelph. Grant number: 53312.
Data Availability Statement
Data is contained within the article or Supplementary Material.
Conflicts of Interest
The authors declare no conflict of interest. Herbalife provides financial support for general research at the NHP Research Alliance, University of Guelph to advance the science of molecular diagnostics, which supports the quality assurance for natural products and supplements. We certify that Zhengfei Lu and Yanjun Zhang are employees of Herbalife International of America, Inc. Isabella Della Noce and Francesco Buongiorno are employees of Hyris Ltd., London, UK, manufacturer of the bCUBE device. Neither of these affiliations had any influence on the results or analysis of this research, but reviewed the results and provided considerable assistance in understanding the need for this research and writing the manuscript to capture the context of this research.
Footnotes
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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