Abstract
Several SNPs located in or around the IL28B gene are associated with response of patients infected with Hepatitis C virus to treatment with pegylated interferon-α +/− ribavirin or with spontaneous clearance of the virus. The results of such studies are so compelling that future treatment approaches are likely to involve clinical decisions being made on the basis of a patient's genotype. Since IL28B is a paralogue of IL28A with greater than 95% sequence identity, it is possible that without genotyping assay specificity, sequences in IL28A may contribute to genotype identification, and potentially confound treatment decisions. This study aimed to 1) examine DNA sequences in IL28B surrounding each of the reported associated SNPs and the corresponding regions in IL28A; and 2) develop a robust assay for rs12979860, the most ‘cosmopolitan’ SNP most strongly associated with treatment response across all global populations studied to date. Bioinformatic analysis of genomic regions surrounding IL28A and IL28B demonstrated that 3 SNPs were unique to IL28B, whereas the remaining 6 SNP regions shared >93% identity between IL28A and IL28B. Using a panel of DNA samples, PCR amplification followed by Sanger sequencing was used to examine IL28B SNPs and the corresponding regions in IL28A. For the overlapping SNPs, all 6 in IL28B were confirmed to be polymorphic whereas the corresponding positions in IL28A were monomorphic. Based upon IL28A and IL28B sequence data, a specific TaqMan® assay was developed for SNP rs12979860 that was 100% concordant to the sequence-derived genotypes. Analysis using a commercial assay identified one discordant result which led to a change in their genotype-calling algorithm. Where future treatment decisions are made upon the results of genotyping assays, it is very important that results are concordant with data from a sequence-based format. This is especially so in situations where designing specific PCR primers is a challenge.
Introduction
Worldwide there are over 170 million individuals who are chronically infected with Hepatitis C virus (HCV) [1]. Frontline therapy is currently pegylated interferon-α either alone or in combination with ribavirin, although new direct-acting antiviral treatments (boceprevir and telaprevir) [2], [3] have recently received FDA approval. It was known that sustained virological response (SVR) rates following interferon treatment varied amongst individuals and across different populations suggesting that a genetic component contributed to treatment response. In late 2009 genetic evidence supporting this was identified through the use of genome-wide association studies. Several single nucleotide polymorphisms (SNPs) located in and around the IL28B gene were found to be associated with treatment response in patients chronically infected with HCV [4]–[6]. In total, these papers identified 9 SNPs that were either associated with increased SVR or with a null virological response (NVR). In addition, some of these SNPs were also associated with spontaneous clearance of HCV [7]. Since these original studies, there have now been hundreds of papers examining genotype associations with some of these 9 SNPs. In addition, HCV treatment algorithms that include patient genotype are now being considered [8], [9].
IL28B lies in close proximity on chromosome 19 to its paralogue IL28A, a gene with which it shares >95% sequence identity [10]. This high level of sequence identity between the 2 genes raised a potential concern that sequences within IL28A may interfere with genotype determination unless a robust, validated genotyping assay was developed. To address this potential concern, this study sought to carry out a detailed bioinformatic analysis of the regions surrounding the IL28A and IL28B gene duplication and to genotype a number of samples by sequencing the DNA surrounding the SNPs in IL28B as well as the corresponding region of IL28A. Finally, a specific and robust genotyping assay was developed for rs12979860, the SNP most strongly associated with treatment response across all global populations studied to date [8].
Methods
Bioinformatic analysis
A 43 kb fragment of chromosome 19 encompassing the sequences of IL28A and IL28B (corresponding to nucleotides 39,727,000–39,770,000 from NCBI Genome Build 37) was extracted and subjected to bioinformatic analysis using Clustal W [11]. Since IL28A and IL28B are found on the forward and reverse strands, respectively, an alignment comparing the extracted sequence to the reverse complement of the same sequence was performed. The locations of each of the SNPs rs8105790, rs11881222, rs8103142, rs28416813, rs4803219, rs12979860, rs12980275, rs8099917 and rs7248668 were identified on the resulting alignment.
Sequence analysis
A panel of 48 genomic DNA samples was obtained from the Coriell Institute (Camden, NJ). These comprised 16 samples each from individuals of Caucasian (CEU), Japanese (JPT) and Yoruba (YRI) origins. PCR amplification of 8 regions spanning the 9 SNP locations and the corresponding regions of IL28A was performed using the HotStarTaq PCR kit (Qiagen, Germantown, MD). The PCR reactions (25 uL) included 25 ng of DNA and amplifying primers at a final concentration of 0.4 µM. After enzyme activation at 95°C for 15 minutes, there were 35 PCR cycles comprising 1 minute denaturation at 94°C, 1 minute at the appropriate annealing temperature and 3 minutes extension at 72°C. The last cycle was followed by a final extension at 72°C for 10 minutes. Some amplicons required the use of Q-Solution (Qiagen) as 20% of the reaction volume for amplification. Fragment sizes ranged from 476–2500 bp (Table 1).
Table 1. Details of PCR amplicons used to examine SNP locations in IL28B and the corresponding reverse complement (RC) regions of IL28A.
Target Gene | Fragment Size (bp) | SNPs covered | Amplifying Primer Sequences | Annealing Temp. (°C) | 20% Q Solution |
IL28B | 1697 | rs12980275 | 5′ AGCAAGAGGAGGGAAGGAAG 3′ | 64 | No |
rs8105790 | 5′ CCCTGGATAAGCCCCTACAG 3′ | ||||
IL28B | 1115 | rs11881222 | 5′ TGGGTGTCTTTTCCTCATTG 3′ | 58 | No |
rs8103142 | 5′ CCTCCAATCCCATCAGAG 3′ | ||||
IL28B | 919 | rs28416813 | 5′ TGACCCTTGGAGTGCGGG 3′ | 60 | Yes |
rs4803219 | 5′ ATATGCCAGGAGTGGTGG 3′ | ||||
IL28B | 593 | rs12979860 | 5′ CCAGCAGCTCCAGGATCG 3′ | 58 | Yes |
5′ GCAGGCGCCTCTCCTATG 3′ | |||||
IL28B | 1291 | rs8099917 | 5′ TCACCATCCTCCTCTCATCC 3′ | 64 | No |
rs7248668 | 5′ GCACCCAAAGCCTAACCATA 3′ | ||||
IL28A | 476 | RC of rs12979860 | 5′ ACACACCCGTCGCTGACC 3′ | 60 | Yes |
5′ CTCTCCCGTCCGCTTCTG 3′ | |||||
IL28A | 2500 | RC of rs11881222 | 5′ GCCAATTGGTGAACTGTCAT 3′ | 60 | No |
RC of rs8103142 | 5′ CCCAGCTCATCAAGTGTGTCT 3′ | ||||
RC of rs28416813 | |||||
RC of rs4803219 | |||||
IL28A | 990 | RC of rs8105790 | 5′ CCACAAATGAGGGGGACA 3′ | 60 | No |
5′ TGGCCAGCTGGTTCTTCTAC 3′ |
Primers were designed for specificity to either IL28A or IL28B by choosing primer annealing sites with the greatest number of mismatches between the two genes. To further avoid mispriming from homologous regions, the annealing temperature was determined empirically for each set of primers using a gradient cycle from 50°C to 68°C on test samples prior to amplifying from the 48 DNA sample panel. In all cases, the highest annealing temperature that produced a single robust band on a gel and specific IL28A or IL28B sequence data was used for subsequent amplification from the complete panel (Table 1).
Five PCR fragments spanned regions in the IL28B gene and 3 fragments covered the corresponding regions of IL28A. Purification and direct Sanger sequencing of the products was performed by Beckman Coulter Genomics (Morrisville, NC). All products were sequenced either using their amplification primers or using additional internal sequencing primers (see Table S1). The resulting data was assembled and analysed using Sequencher 4.7 (Gene Codes Corporation, Ann Arbor, MI). Representative sequence traces for each of the SNP locations and genotypes are given in the Figure S1.
TaqMan® genotyping assay
A specific TaqMan® genotyping assay was developed for rs12979860 using Qiagen's Type- it® Fast SNP Probe PCR chemistry. Primer and probe oligonucleotides were designed following as closely as possible to the default parameters of Primer Express 3.0 (Applied Biosystems Inc., Foster City, CA), however, in order to choose primers that annealed to specific locations in IL28B, some exceptions were made (such as product size, nucleotide runs and Tm). Primers amplifying a 214 bp product that was specific to IL28B (Table 2) were manufactured by Applied Biosystems Inc. Thermal cycling was performed on the ABI 9700 thermal cycler (Applied Biosystems Inc.) using 10 ng DNA as the template. Enzyme activation and the initial denaturation cycle was at 95°C for 5 minutes, followed by 40 cycles of 95°C for 15 seconds and 60°C for 1 minute. Plates were read on an ABI 7900HT (Applied Biosystems Inc.) and the data was analyzed using SDS 2.3 software (Applied Biosystems Inc.).
Table 2. TaqMan® amplification primers and detection probes for the rs12979860 genotyping assay.
Name | Detector | Sequence 5′ - 3′ |
Forward Primer | TTGCGCTGCCCCCAG | |
Reverse Primer | GGAGCGCGGAGTGCAA | |
Probe1 | VIC | TCCCCGAAGGCGTGA |
Probe2 | FAM | CGAAGGCGCGAAC |
Nucleotides that gave the amplifying primers their specificity for IL28B are shown in bold underlined. The SNP location in the probes is indicated by the underlined nucleotide in larger font.
Comparison to a commercial rs12979860 assay
A subset of 24 of the 48 genomic DNA samples that had been sequenced and genotyped were selected for rs12979860 SNP analysis by Monogram Bioscience Inc. (San Francisco, CA). Nine samples were selected to represent the CC genotype, 8 samples to represent CT genotype and 7 samples to represent TT genotype. Aliquot parts of the same DNA samples that had been sequenced and genotyped were submitted for analysis. No details of the testing procedure or analytical validity of the LabCorp Inc. assay have been published [12].
Results
Bioinformatics
Analysis of the IL28 gene region confirmed 97.5% sequence identity between the coding exons and introns of the IL28A and IL28B genes. In addition, the analysis also showed that a 7.3 kb region extending both upstream and downstream of the two genes shared greater than 95% sequence identity (illustrated in Figure 1). Six of the 9 reported SNPs associated with pegylated interferon treatment response in HCV patients were located within this 7.3 kb block and each of these SNPs matched regions present in the DNA sequence surrounding IL28A (Figure 2). Interestingly, one of the 2 alleles across each 6 SNP locations in the IL28B reference sequence (NCBI Genome Build 37) exactly matched the corresponding position in IL28A and the ancestral allele. For example, for rs12979860 the two alleles reported for this SNP were C and T. The reference nucleotide at this location in IL28B was C, whereas it was a T in the reverse complement of IL28A and the ancestral allele was also a T. This finding, together with the high levels of sequence identity across the 7.3 kb region, raised theoretical questions about the potential specificity of genotyping assays for 6 of the 9 reported SNPs. To address this matter, a PCR amplification and Sanger sequencing approach was taken to obtain definitive DNA sequence data to confirm the presence of SNPs in IL28B and to enable assay development for the most cosmopolitan SNP, rs12979860.
Sequence analysis
For each of 48 different DNA samples, 8 regions spanning SNPs within and surrounding IL28B, as well as the corresponding regions of IL28A, were amplified by PCR and the resulting products were sequenced directly using BigDye® terminator chemistry (Applied Biosystems Inc.). Sequences were assembled to provide a consensus sequence for each PCR fragment and the alleles at each SNP location identified. All 9 SNPs previously identified that were associated with pegylated interferon treatment response were found to be polymorphic, whereas the 6 overlapping regions in IL28A were all monomorphic (Tables 3 and 4). Allele frequencies for the CEU, JPT and YRI populations were similar to those reported in dbSNP.
Table 3. Allele frequencies of SNPs unique to IL28B region.
SNP | rs12980275 | rs8099917 | rs7248668 |
Alleles | A/G | T/G | G/A |
Freq - CEU | 0.56/0.44 | 0.75/0.25 | 0.75/0.25 |
Freq - JPT | 0.91/0.09 | 0.91/0.09 | 0.91/0.09 |
Freq - YRI | 0.47/0.53 | 0.97/0.03 | 0.97/0.03 |
Table 4. Allele frequencies of IL28B SNPs and corresponding regions of IL28A.
SNP in IL28B region | ||||||
SNP | rs8105790 | rs11881222 | rs8103142 | rs28416813 | rs4803219 | rs12979860 |
Alleles | T/C | A/G | T/C | C/G | C/T | C/T |
Freq - CEU | 0.75/0.25 | 0.59/0.41 | 0.56/0.44 | 0.63/0.37 | 0.66/0.34 | 0.53/0.47 |
Freq - JPT | 0.91/0.09 | 0.91/0.09 | 0.91/0.09 | 0.91/0.09 | 0.91/0.09 | 0.91/0.09 |
Freq - YRI | 0.78/0.22 | 0.69/0.31 | 0.31/0.69 | 0.34/0.66 | 0.66/0.34 | 0.34/0.66 |
By carrying out a sequence-based analysis of PCR fragments spanning the IL28A and IL28B loci, a total of 17 novel SNPs were also identified across the 48 samples; one was present in IL28A and the remaining 16 were in IL28B. Of these 17 SNPs, all were present in non-coding regions except for one, E95Q, that was present in an IL28B protein-coding exon. The novel SNPs were all confirmed in double stranded sequence. Each SNP was a heterozygote and they were only present in one or two individual samples (Table S2).
Assay for rs12979860
rs12979860 has become the most widely studied SNP in the HCV field since the original publications reporting the results of genome-wide association studies. Using the consensus DNA sequence of the fragment containing this SNP, a sensitive TaqMan® based assay was developed. The specificity of the assay was driven by the amplification primers (Figure 3). Specifically, the forward primer had 4 base mismatches compared to IL28A, including the final base at the terminal 3′ end, and the reverse primer had 3 base mismatches. Although the VIC-labeled probe sequence was common to both IL28A and IL28B, the specific amplification of IL28B allowed for gene-specific discrimination as illustrated in Figure 4.
The TaqMan® assay gave results that were 100% concordant with the sequence based data using the 48 DNA samples previously examined. To determine the lower confidence limits of the concordance, a Beta distribution was used. The distribution of underlying true probabilities generating ‘s’ successes in ‘n’ trials is given by Beta(p, s+1, n–s+1), and this was used to determine that the underlying 99% and 95% lower confidence limits on concordance were 91.03% and 94.07%, respectively.
The genotype results of all 48 Coriell Institute DNA samples are listed in the Table S3), alongside sequence traces used to make the rs12979860 genotype calls (Figure S2).
Comparison with other data sources
HapMap data for rs12979860 was available for the JPT and YRI samples (Table S3). Genotypes for 30 of 32 samples were 100% concordant, with no data available for two samples. In addition, a subset of 24 out of the 48 DNA samples were also analyzed by Monogram Biosciences Inc. using a commercial assay developed by LabCorp Inc. The results were concordant for 23 out of 24 samples analyzed (Table S3). The discordant sample (Coriell identifier NA18502) was a C/T heterozygote in both the Sanger sequencing and TaqMan assays, but called a T/T homozygote in the LabCorp assay. This sample was one of the two HapMap samples with missing data.
To confirm that there had been no sample mix-up with NA18502 in the author's lab, a total of 8 SNPs from 4 chromosomes were determined in addition to a gender marker. All 9 markers were fully concordant with HapMap data suggesting that there was <1% chance of a sample mix up (Table S4).
Upon further analysis at Monogram Biosciences Inc., the T/T signals obtained for sample NA18502 were found to be inconsistent with the normal distribution of T/T results observed in the assay. The interpretation algorithm now used at Monogram Biosciences Inc. has been modified to account for this variant result.
The Coriell Institute DNA samples are publically available, therefore the same samples could be used in the future to benchmark newly developed assays.
Discussion
Genome-wide association studies have demonstrated that SNPs found in the region surrounding IL28B were associated with response of patients infected with HCV to treatment with pegylated interferon-α (with or without ribavirin) [4]–[6] and with spontaneous clearance of HCV infection [7]. Over the last two years, the number of publications examining IL28B SNPs has increased tremendously and treatment options based upon a patient's IL28B SNP genotype are being considered [8], [9].
The IL28B gene has a close paralogue, IL28A, with which it shares 97.5% sequence identity. This raised the possibility that sequences in IL28A may contribute to the determination of IL28B SNP genotypes. Therefore, understanding genotype assay specificity would be vitally important to consider when using IL28B genotypes to make treatment decisions. Clinicians need to be confident that ‘homebrew’ assays are robust and fully validated to allow prospective genotyping to make treatment decisions on single subjects rather than assays for retrospective cohort-based analyses.
The IL28A and IL28B genes likely arose due to an ancestral gene duplication and inversion event, with IL28A being located on the positive DNA strand of chromosome 19 and IL28B 24 kb downstream on the negative strand. Although these genes are 97.5% identical across their 1.4 kb length, a region of >95% sequence identity stretches a total of 7.3 kb in both 5′ and 3′ directions and it includes 6 of the 9 reported treatment response associated SNPs. Our observation that in all cases, one of the two alleles of the IL28B SNPs also corresponded to identical nucleotides in IL28A led us to take a sequence-based approach in order to confirm SNP genotypes. Sequencing specific regions from a panel of DNA samples from 48 individuals representing CEU, JPT and YRI origins demonstrated that all 9 SNPs in the IL28B region were polymorphic, whereas the corresponding sequences in IL28A were all monomorphic. Despite this finding, there was still the potential for IL28A sequences to contribute to genotyping calls if assays were not sufficiently specific.
As a general rule when developing PCR-based genotyping assays, the greater the number of mismatches between the target primers and other homologous sequences, the greater the assay specificity. SNP rs12979860 currently appears to be the best single choice variant for diagnostic purposes across global populations or for use in clinical trials [8] and as a result, it has now become the most studied SNP of the 9 treatment response associated SNPs that were initially identified. Our TaqMan® assay for rs12979860 used two PCR primers that contained 3 and 4 base mismatches per primer compared to the corresponding IL28A sequences. This assay gave 100% concordant results to the sequence-derived genotypes. Whilst not implying that published rs12979860 assays have not been technically validated, examining a selection of different types of rs12979860 genotyping assays found varying numbers of base mismatches in the PCR amplification primers. For example, one TaqMan® assay had 0 and 3 mismatches in the amplification primer pairs [13], [14], a PCR/Sybr green assay had 0 and 2 mismatches [15], and a MELT-MAMA PCR assay had 0 and 5 mismatches [16]. In these three examples, the specificity for IL28B is only driven by a single primer. Two commercially available rs12979860 assays from LabCorp Inc and Quest Diagnostics Inc. have not reported details of their respective assay components. Analysis of a 24 sample subset of the 48 Coriell DNAs revealed one discordant genotype using the LabCorp assay; interestingly in a sample that had its genotype missing in the HapMap data. Re-analysis of this discordant data-point led to a modification of the genotype calling algorithm now used at Monogram Biosciences Inc.
Given the importance of the studies being used worldwide to examine associations between SNP rs12979860 and response to treatment in various hepatitis populations, it is vitally important that robust and well validated assays are used. This is particularly important as future hepatitis patient treatment decisions will likely be dependent upon results obtained from such genotyping assays.
Supporting Information
Footnotes
Competing Interests: The authors have read the journal's policy and have the following conflicts: All authors are employed by Pfizer Inc. and hold stock in Pfizer Inc. However, this does not alter the authors' adherence to all the PLoS ONE policies on sharing data and materials.
Funding: All authors are employees of Pfizer Inc., who funded this work. Through the authors' employment at Pfizer, the funders (Pfizer Inc.) had a role in study design, data collection and analysis, decision to publish and preparation of the manuscript.
References
- 1.Poynard T, Yuen MF, Ratziu V, Lai CL. Viral hepatitis C. Lancet. 2003;362:2095–2100. doi: 10.1016/s0140-6736(03)15109-4. [DOI] [PubMed] [Google Scholar]
- 2.Enserink M. Infectious diseases. First specific drugs raise hopes for hepatitis C. Science. 2011;332:159–160. doi: 10.1126/science.332.6026.159. [DOI] [PubMed] [Google Scholar]
- 3.Hofmann WP, Zeuzem S. A new standard of care for the treatment of chronic HCV infection. Nat Rev Gastroenterol Hepatol. 2011;8:257–264. doi: 10.1038/nrgastro.2011.49. [DOI] [PubMed] [Google Scholar]
- 4.Ge D, Fellay J, Thompson AJ, Simon JS, Shianna KV, et al. Genetic variation in IL28B predicts hepatitis C treatment-induced viral clearance. Nature. 2009;461:399–401. doi: 10.1038/nature08309. [DOI] [PubMed] [Google Scholar]
- 5.Suppiah V, Moldovan M, Ahlenstiel G, Berg T, Weltman M, et al. IL28B is associated with response to chronic hepatitis C interferon-alpha and ribavirin therapy. Nat Genet. 2009;41:1100–1104. doi: 10.1038/ng.447. [DOI] [PubMed] [Google Scholar]
- 6.Tanaka Y, Nishida N, Sugiyama M, Kurosaki M, Matsuura K, et al. Genome-wide association of IL28B with response to pegylated interferon-alpha and ribavirin therapy for chronic hepatitis C. Nat Genet. 2009;41:1105–1109. doi: 10.1038/ng.449. [DOI] [PubMed] [Google Scholar]
- 7.Thomas DL, Thio CL, Martin MP, Qi Y, Ge D, et al. Genetic variation in IL28B and spontaneous clearance of hepatitis C virus. Nature. 2009;461:798–801. doi: 10.1038/nature08463. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Afdhal NH, McHutchison JG, Zeuzem S, Mangia A, Pawlotsky JM, et al. Hepatitis C pharmacogenetics: state of the art in 2010. Hepatology. 2011;53:336–345. doi: 10.1002/hep.24052. [DOI] [PubMed] [Google Scholar]
- 9.Clark PJ, Thompson AJ, McHutchison JG. IL28B genomic-based treatment paradigms for patients with chronic hepatitis C infection: the future of personalized HCV therapies. Am J Gastroenterol. 2011;106:38–45. doi: 10.1038/ajg.2010.370. [DOI] [PubMed] [Google Scholar]
- 10.Uzé G, Monneron D. IL-28 and IL-29: newcomers to the interferon family. Biochimie. 2007;89:729–734. doi: 10.1016/j.biochi.2007.01.008. [DOI] [PubMed] [Google Scholar]
- 11.Thompson JD, Higgins DG, Gibson TJ. CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nucleic Acids Res. 1994;22:4673–4680. doi: 10.1093/nar/22.22.4673. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Nguyen CM, Mendes M, Tsunoda S, Ma JD. Interleukin-28B genotype testing to determine response to the combination of pegylated-interferon and ribavirin for the treatment of hepatitis C virus. PLoS Curr. 2011 doi: 10.1371/currents.RRN1207. 2011 January 8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Urban TJ, Thompson AJ, Bradrick SS, Fellay J, Schuppan D, et al. IL28B genotype is associated with differential expression of intrahepatic interferon-stimulated genes in patients with chronic hepatitis C. Hepatology. 2010;52:1888–1896. doi: 10.1002/hep.23912. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Scherzer TM, Hofer H, Staettermayer AF, Rutter K, Beinhardt S, et al. Early virologic response and IL28B polymorphisms in patients with chronic hepatitis C genotype 3 treated with peginterferon alfa-2a and ribavirin. J Hepatol. 2011;54:866–871. doi: 10.1016/j.jhep.2010.08.024. [DOI] [PubMed] [Google Scholar]
- 15.Knapp S, Warshow U, Ho KM, Hegazy D, Little AM, et al. A Polymorphism in IL28B Distinguishes Exposed, Uninfected Individuals From Spontaneous Resolvers of HCV Infection. Gastroenterology. 2011;141:320–5. doi: 10.1053/j.gastro.2011.04.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Fonseca-Coronado S, Vaughan G, Cruz-Rivera MY, Carpio-Pedroza JC, Ruiz-Tovar K, et al. IL28B genotyping, SNPs rs12979860 and rs8099917, by MELT-MAMA PCR analysis; a useful tool for prediction of therapy response in hepatitis C patients. J Clin Microbiol. 2011;49:2706–2710. doi: 10.1128/JCM.00877-11. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.