- Research article
- Open Access
- Open Peer Review
Chromosome 7p linkage and association study for diabetes related traits and type 2 diabetes in an African-American population enriched for nephropathy
© Leak et al; licensee BioMed Central Ltd. 2010
- Received: 30 July 2009
- Accepted: 8 February 2010
- Published: 8 February 2010
Previously we performed a linkage scan of 638 African American affected sibling pairs (ASP) with type 2 diabetes (T2D) enriched for end-stage renal disease (ESRD). Ordered subset linkage analysis (OSA) revealed a linkage peak on chromosome 7p in the subset of families with earlier age of T2D diagnosis.
We fine mapped this region by genotyping 11 additional polymorphic markers in the same ASP and investigated a total of 68 single nucleotide polymorphisms (SNPs) in functional candidate genes (GCK1, IL6, IGFBP1 and IGFBP3) for association with age of T2D diagnosis, age of ESRD diagnosis, duration of T2D to onset of ESRD, body mass index (BMI) in African American cases and T2D-ESRD in an African American case-control cohort. OSA of fine mapping markers supported linkage at 28 cM on 7p (near D7S3051) in early-onset T2D families (max. LOD = 3.61, P = 0.002). SNPs in candidate genes and 70 ancestry-informative markers (AIMs) were evaluated in 577 African American T2D-ESRD cases and 596 African American controls.
The most significant association was observed between ESRD age of diagnosis and SNP rs730497, located in intron 1 of the GCK1 gene (recessive T2D age-adjusted P = 0.0006). Nominal associations were observed with GCK1 SNPs and T2D age of diagnosis (BMI-adjusted P = 0.014 to 0.032). Also, one IGFBP1 and four IGFBP3 SNPs showed nominal genotypic association with T2D-ESRD (P = 0.002-0.049). After correcting for multiple tests, only rs730497 remanined significant.
Variant rs730947 in the GCK1 gene appears to play a role in early ESRD onset in African Americans.
- African American Family
- GCK1 Gene
- Order Subset Analysis
- African American Case
- African American Control
A genome wide linkage scan was performed on 638 African American affected sibling pairs (ASPs) with type 2 diabetes (T2D) from 247 families; 166 families contained at least one ASP concordant for diabetic end-stage renal disease (T2D-ESRD) . Ordered subset analysis (OSA) revealed a linkage peak on chromosome 7p in the subset of T2D families with an early age of diagnosis (29% of pedigrees, max. LOD = 3.85, P = 0.003 for the change in LOD score) . T2D-ESRD subsets with lower body mass index (BMI) (64% of pedigrees, max. LOD = 3.93, P = 0.010) and longer duration from T2D diagnosis to ESRD onset (37% of pedigrees, max. LOD = 3.59, P = 0.010) also showed evidence for linkage at this locus .
Fine mapping of this region using the same African American families was undertaken in order to localize the peak and to determine the primary phenotype of association. There are several plausible diabetes and nephropathy candidate genes in the resulting region of interest, including glucokinase isoform 1 (GCK1), interleukin-6 (IL6), insulin growth factor binding protein 1 (IGFBP1) and insulin growth factor binding protein 3 (IGFBP3).
Mutations of GCK have been identified in subjects with maturity-onset diabetes of the Young (MODY) [3, 4]. However, single nucleotide polymorphisms (SNPs) in this gene have also been shown to be associated with typical T2D [5–7]. A dinucleotide (CA)n repeat element located approximately 10 kb 3' to the coding region has also shown association with T2D across several diverse ethnic populations [8–10].
The cytokine interleukin 6 (IL-6) is an essential regulator of the acute phase response associated with T2D and diabetic nephropathy [11, 12]. Variants in the IL6 promoter region have been shown to affect promoter strength .
The insulin like growth factors 1 and 2 circulate tightly bound to IGFBP-1 and IGFBP-3. A cross-sectional study of T2D cases and controls found that polymorphisms in IGFBP3 was associated with levels of HbA1c . Also, in vivo and in vitro studies have demonstrated that IGFBP-3 is a potent insulin antagonist .
We fine mapped the region of interest using additional microsatellite markers, and investigated associations with SNPs in four plausible candidate genes with age of T2D diagnosis, age of ESRD diagnosis, duration of T2D to onset of ESRD, BMI and T2D-ESRD in an African American cohort.
Selection criteria and recruitment of African American families
This study was conducted under Institutional Review Board approval from Wake Forest University School of Medicine and adhered to the tenets of the Declaration of Helsinki. All participants provided written informed consent. Clinical characteristics and recruitment of African American patients have been described previously [1, 2]. DNA samples were collected from self-described African American families with multiple T2D affected members. Briefly, families were originally identified through a proband with impaired renal function associated with T2D. Medical records were reviewed to verify the etiology of the nephropathy. Impaired renal function was attributed to diabetes in the presence of the following criteria: serum creatinine ≥ 1.5 mg/dl, diabetes for >10 years or presence of proliferative diabetic retinopathy, and/or proteinuria ≥ 500 mg/24 h or >100 mg/dl, in the absence of other known causes of renal failure. T2D was diagnosed in patients developing diabetes after the age of 35 years and treated at the time of recruitment with oral hypoglycemic agents, insulin, or diet and exercise, where treatment was considered permanent (i.e., excluding steroid-induced diabetes and gestational diabetes). The family set for the genome-wide scan comprised 247 African American families with 638 ASPs, totaling 675 individuals.
Identification, clinical characteristics, and recruitment of African Americans and European American patients and controls have been described previously . Briefly, 577 unrelated African American patients with T2D, born in North Carolina, South Carolina, Georgia, Tennessee or Virginia, were recruited from dialysis facilities. T2D was diagnosed if patients reported an initial diagnosis of diabetes after 35 years of age, received dietary therapy or hypoglycemic agents in the absence of insulin alone for at least 1 year after diagnosis, and were currently receiving diabetes medications. Case subjects had severe diabetes accompanied by nephropathy, and T2D at least 5 years prior to initiating renal replacement therapy, background or greater diabetic retinopathy and/or > 3+ proteinuria on urinalysis in the absence of other causes of nephropathy. Nondiabetic control subjects were recruited from the same geographic region: 596 were African American and 39 European American without a prior diagnosis of T2D or renal disease, born in the same southeastern states, were recruited. DNA extraction was performed using the PureGene system (Gentra Systems, Minneapolis, MN). DNA was also obtained from 44 Yoruba Nigerians (YRI) from the National Institute of General Medical Sciences Human Variation Collection (Coriell Cell Repositories, Camden, NJ).
For admixture analyses, 39 unrelated European American controls were recruited using the same criteria as African American controls. DNA was also obtained from 44 YRI from the National Institute of General Medical Sciences Human Variation Collection (Coriell Cell Repositories, Camden, NJ).
Genotyping for fine mapping
Eleven fine mapping microsatellites at an average spacing of 4 cM were selected from the Marshfield Center of Medical Genetics database http://research.marshfieldclinic.org/genetics/ and the Genome Database http://www.gdb.org/gdb/. The polymerase chain reaction (PCR) was used to incorporate fluorescently labeled primers from Integrated DNA Technologies, Inc. (Coralville, IA) and Applied Biosystems (Foster City, CA) into PCR products, which were then electrophoresed on an ABI PRISM 3700 DNA Analyzer and results analyzed with Genescan Analysis Software (Applied Biosystems, Foster City, CA). Electropherograms were imported into GeneMapper (Applied Biosystems, Foster City, CA) for binning and allele calling. Familial relationships and Mendelian inconsistencies were checked using Prest  and PedCheck . Inconsistent familial relationships were discarded from further analysis.
Ordered subsets linkage analysis
A series of OSA  were computed to investigate the influence of a pedigree's mean age of diagnosis, BMI and duration of T2D to ESRD onset. The statistical significance of the change in the LOD score was evaluated by a permutation test under the null hypothesis that the ranking of the covariate is independent of the LOD score of the family on the target chromosome. Thus, the families were randomly permuted with respect to the covariate ranking, and an analysis proceeded as above for each permutation of these data. The resulting empirical distribution of the change in the LOD scores yielded a chromosome-wide P value (ΔP).
Diabetes candidate gene selection and genotyping
Genotyping was performed by Illumina Genotyping Services (Illumina Inc., San Diego, CA). Six SNPs were genotyped using iPlex methodology on a MassARRAY system (Sequenom Inc., San Diego, CA) : IL6 rs1800797; GCK1 rs741038, rs2971672 and IGFBP1: rs1496495, rs1908751, rs9658239. Primer sequences are available on request. The genotyping success rates were >96.5 in cases and >96.1% in controls. For quality control purposes each plate contained 2 duplicate samples and 4 inter-plate controls. Concordance between duplicate samples included in the genotyping was >98.9%.
Genotyping for admixture analyses
Seventy biallelic Admixture Informative Markers (AIMs), selected to maximize European and African allele frequency differences and sample all non-acrocentric arms of the autosomal genome, were genotyped by Illumina Inc.'s Custom Genotyping Service (Illumina Inc., San Diego, CA) in 577 African American cases, 596 African American controls, 44 YRI and 39 European Americans. Primer sequences are available on request. Genotyping success rates for AIMS were >97.4% in African American cases and >95.6% in African American controls.
Characteristics were compared and tested for significant differences using χ2 tests for categorical variables, and one-way ANOVA test for continuous variables. Hardy-Weinberg equilibrium (HWE) was assessed using the χ2 goodness-of-fit statistic at a significance level of ≤ 0.01. Haplotype block structure was established using Haploview 3.2 , using the block definition from Gabriel et al. .
Tests of association under the three a priori genetic tests of association (dominant, additive and recessive) are reported. Due to a lack of validity of the large sample χ2 test statistic, only the dominant model was considered for SNPs with ten or fewer individuals that were homozygous for the minor allele.
Quantitative trait (duration of T2D to ESRD onset, BMI, age at T2D and ESRD onset) association analysis for all SNPs was performed using a series of analysis of variance (ANOVA) tests implemented in QSNPGWA .
SNPs that showed nominal evidence for association with age of T2D onset were adjusted by BMI. Additionally, ESRD age, duration of T2D to ESRD onset and BMI were adjusted for age of T2D onset. All analyses were adjusted using linear regression on a priori genotypic models, and conducted using Stata 10 (College Station, TX).
Unadjusted odds ratios (ORs) and 95% confidence intervals (CI) in the case-control population were computed using SNPGWA to test all SNPs for genotypic association with T2D-ESRD . SNPs that showed nominal evidence for association were then tested using a permutation test (1,000 permutations) as implemented in SNPGWA.
Individual ancestral proportions were calculated using an expectation-maximization (EM) algorithm (FRAPPE)  under a two-population model. Logistic regression tests of genetic models included adjustments for individual estimates of African ancestry, implemented in the program SNPADMIX .
PS power and sample size program specifying a two-sided test at an alpha level of ≤ 0.05, to detect an OR of 1.30 was utilized to approximate study power .
We report nominally significant associations at the P ≤ 0.05 level. To correct for multiple tests at the gene level the conservative Bonferonni method was used, with a P-value ≤ 0.0007 considered significant evidence for association when assuming independence based on LD.
Fine mapping linkage analyses
OSA including the new fine mapping microsatellite data continued to support linkage at 28 cM on chromosome 7p, closest to D7S3051, in early-onset T2D families. Twenty-one percent of the pedigrees account for a maximum LOD = 3.61 (P = 0.002) with a mean age at diagnosis 29.5 ± 3.0 years vs. mean age at diagnosis of the unlinked families 44.5 ± 7.3. Although the max. LOD score dropped (from 3.85, P = 0.003 in the genome scan) the LOD-1 interval increased from 11.5-38.2 cM to 11.5-49.5 cM. There was no significant difference (P = 0.56) between mean BMI in the linked early-onset families (31.5 kg/m2 ± 7.62) versus the unlinked (31.8 kg/m2 ± 7.51) pedigrees. The evidence for linkage in subsets of T2D-ESRD families with lower BMI (64% of pedigrees; max. LOD = 2.20, P = 0.11) and longer duration of diabetes before onset of ESRD (56% of pedigrees; max. LOD = 2.81, P = 0.20) was no longer significant (Figure 1).
Characteristics of African American subjects
% Female (n)
Age at exam (years ± SD)
62.2 ± 10.3‡
49.3 ± 9.8
Age at T2D diagnosis (years ± SD)
41.8 ± 11.6
Age at ESRD diagnosis (years ± SD)
59.0 ± 10.5
29.6 ± 7.0†
29.8 ± 7.1
T2D duration to ESRD onset (years ± SD)
20.3 ± 10.5
Mean African Ancestry
81.7 ± 13.3‡
79.1 ± 13.1
Hardy-Weinberg Equilibrium and linkage disequilibrium
All SNPs in candidate genes were examined for departures from HWE assumptions in cases and controls separately. Deviations from HWE (P ≤ 0.01) were observed for IL6 rs1474347 in controls (P = 0.002) and IGFBP1 rs1496495 in cases (P = 0.001). Although inconsistent with HWE proportions, these SNPs were retained for exploratory analyses, however there was no evidence for association of these SNPs with any of the traits investigated.
The 24 GCK1 SNPs fell into five blocks of LD, with pairwise values of D' values ranging from 0.41-1.00, and r2 = 0.003-0.76. D' values between the 17 IL6 SNPs ranged from 0.34-1.00, with r2 values of 0.0002-0.82, resulting in one high LD block. The 16 IGFBP1 SNPs fell within three blocks of high LD, with SNPs in the 3'UTR contained in block 2 (D' = 0.88-0.99; r2 = 0.02-0.34) and the 11 genotyped IGFBP3 SNPs fell within two blocks of LD (data not shown).
Analyses with age at diagnosis of T2D and age at ESRD
Nominally significant (P < 0.05) single-SNP genotypic tests of association with T2D age at diagnosis, ESRD age at onset, BMI on dialysis, and duration of T2D to ESRD onset.
Mean ± SD (n)
Mean ± SD (n)
Mean ± SD (n)
59.0 ± 10.5 (419)
59.8 ± 10.4 (140)
53.7 ± 10.4 (16)
0.040 (0.013) a
Duration of T2D to ESRD
20.2 ± 13.7 (255)
19.7 ± 14.7 (245)
15.8 ± 13.0 (68)
0.007 (0.006) a
41.6 ± 11.0 (235)
42.8 ± 12.2 (277)
38.0 ± 10.3 (63)
0.007 (0.014) b
41.3 ± 11.4 (236)
43.2 ± 11.9 (258)
39.0 ± 11.2 (81)
0.023 (0.032) b
59.2 ± 10.0 (235)
59.4 ± 11.2 (277)
56.1 ± 8.7 (63)
0.027 (0.133) a
59.4 ± 10.4 (328)
59.0 ± 10.8 (217)
54.4 ± 8.8 (30)
0.02 (0.035) a
59.5 ± 10.5 (338)
58.7 ± 10.8 (210)
54.5 ± 8.4 (27)
0.033 (0.029) a
58.9 ± 10.4 (367)
60.0 ± 10.6 (180)
51.5 ± 8.6 (25)
0.0004 (0.0006) a
58.5 ± 10.5 (315)
60.6 ± 10.7 (211)
55.1 ± 8.8 (49)
29.8 ± 7.3 (254)
29.2 ± 6.7 (243)
31.6 ± 7.1 (60)
29.9 ± 7.1 (511)
27.3 ± 5.4 (33)
23.5 ± 7.4 (2)
Duration of T2D to ESRD
21.3 ± 15.7 (234)
18.5 ± 12.7 (270)
19.8 ± 14.2 (63)
Analyses with duration of T2D to ESRD onset
Association results for duration of T2D to ESRD onset are presented in Additional file 1, Table S3. IL6 SNP rs1554606 was nominally associated (T2D age-adjusted P = 0.006) with shorter duration of T2D to ESRD onset (Table 2; 15.8 ± 13.0 years for "AA" genotype, compared with 20.0 ± 14.1 years for "CC"/"CA"). Results are further summarized in Table 2.
Analyses with BMI
Association results for BMI are shown in Table 2. IGFBP1 and IGFBP3 SNPs were not associated when adjusted for age of T2D diagnosis (P value = 0.067 and 0.120 respectively). Single SNP association results for BMI are presented thoroughly in Additional file 1, Table S4.
Analyses with T2D-ESRD in the African American case-control population
Single SNP genotypic association results (P ≤ 0.05) for T2D-ESRD are shown in Additional file 1, Table S5. Nominal evidence of association was observed with IGFBP3: two promoter SNPs: rs903889 (dominant P = 0.014; admixture-adjusted P a = 0.029), rs924140 (additive P = 0.019; P a = 0.033) and two SNPs located in intron 3; rs10255707 (dominant P = 0.005; Pa = 0.01) and rs3110697 (recessive P = 0.002; Pa = 0.003). Nominal evidence of association was also detected with IGFBP1 rs9658233 located in the 3' UTR region. GCK1 and IL6 SNPs showed no evidence of association with T2D-ESRD (Additional file 1, Table S6). Genotype frequencies and counts for each SNP are shown in Additional file 1, Table S7.
Tagger  results indicated that 2- or 3-SNP haplotypes were not required to capture ungenotyped YRI and CEU HapMap SNPs in these genes.
Evidence of linkage on chromosome 7p in families with age of T2D diagnosis, ESRD onset, lower BMI and longer duration to ESRD was detected in an earlier study of African American families [1, 2]. These results generated our interest in genotyping additional polymorphic markers to refine the linkage peak and explore positional candidate genes. Fine mapping analyses continued to support evidence for linkage at 7p in a subset of T2D families with an early age of diagnosis. Although this linkage peak does not appear to have been reported in other populations, two recent reports detected modest evidence of linkage to T2D in the same region in African American families from the GENNID Cohort  and an African American population from South Carolina .
The present study demonstrates that GCK1 rs730497 recessive "AA" genotype is strongly associated with early age ESRD onset (Table 2). GCK1, a strong functional candidate for T2D, appears to play a role in susceptibility to early age of ESRD in African Americans. We observed an approximately 6 year shorter duration of T2D to ESRD and early age of T2D onset with recessive "AA" homozygotes compared with "GG" homozygotes and heterozygotes (Additional file 1, Tables S1 and S3). Earlier reports suggest that nephropathy is rarely obeserved in persons with GCK1 mutations . MODY is characterized as non-ketoticT2D that is inherited by an autosomal dominant manner [31–33], with early onset (usually before the age of 25). MODY is often asymptomatic mild hyperglycemia, which can go undetected for prolonged periods of time which can lead to diabetic complication later in adulthood. Hence, it is plausible that in the presence of hyperglycemia and increased BMI (mean BMI 30.8 kg/m2 ± 7.1; Additional file 1, Table S4) along with the rs730497 recessive genotype results in ESRD progression. In addition, several reports have shown that MODY genes segregate in late onset T2D cases and families [34–36]. In an effort to reduce the likelihood of including potential MODY2 patients, only individuals with T2D onset over the age of 35 were ascertained as probands.
Recently, Paré et al.  reported that variant rs730497 is associated with an increase of 0.03% HbA1c levels (P = 2.8 × 10-12) in non-diabetic European Americans from the Women's Genome Health Study (WGHS) and participants from the Boston metropolitan area. The MAF of the rs730497 A "risk"allele was similar in African American cases (0.20) and previously reported European Americans from WGHS (0.17) . Several studies have shown a strong correlation between increased levels of HbA1c and nephropathy . The relationship between rs730497 minor "A" allele and ESRD progression is unknown, however, marker rs730497 is located 4.8 kb from exon 1 and 30.7 kb from exon 2. The slightly more common G allele appears to be ancestral since it is present in the chimpanzee sequence.
Nominal associations with MODY gene GCK1 was also observed with T2D age at diagnosis (Table 2). Four GCK1 SNPs were found to be associated with T2D risk (recessive model: OR ranging from 1.36-1.87) in a case-control population from Finland . Bonnycastle et al.  observed an 87% increased T2D risk with marker rs882020. Marker rs2908296 is approximately 14.7 kb from rs882020; it is plausible that these variants may tag or be in LD with the causal variant(s). The reported associated SNPs (rs2284769, rs12534623, rs2268573 and rs882020)  and the dinucleotide repeat (D7S531) in Mauritian Creoles , African Americans , and South Indians , were not directly investigated in our African American population due to our HapMap-coverage based SNP selection process, however the 24 GCK1 SNPs genotyped captured all 32 HapMap GCK1 SNPs with MAF > 5% with r2 values > 0.80.
IL6 SNP rs2069849, located in exon 5, was nominally associated with earlier age of ESRD onset. This variant causes a synonymous coding change for phenylalanine at position 201 (F201), which may alter mRNA stability and translation. Promoter polymorphisms rs1800795 and rs1800796 have shown association with T2D and diabetic nephropathy respectively [40–42]. We investigated these two SNPs in our African American population (Additional file 1, Table S6) and, consistent with a study conducted in a larger population of T2D cases and non-T2D controls , did not observe association with T2D-ESRD. The MAF for promoter SNPs rs1800797, rs1800796 and rs1800795 in African American (controls: 0.07 0.09; 0.07, respectively; cases 0.05; 0.11; 0.06, respectively) are comparable with the YRI frequencies (MAF = 0.0; 0.09; 0.0), but contrast with those of the European American controls (MAF = 0.48; 0.04; 0.53). The lack of association may be due to the reduced prevalence of the risk alleles in our African American population.
Modest associations with T2D-ESRD were also detected with one IGFBP1 (rs9658233) and four IGFBP3 SNPs (rs10255707, rs3110697, rs924140 and rs903889). The major "T" allele for SNP rs9658233, located in the downstream region of IGFBP1, appears to confer risk with T2D-ESRD, with OR between 1.25-1.35 (Additional file 1, Table S5). In contrast, having at least one copy of the minor allele for IGFBP3 variants rs3110697 and rs924140 appear to protect against T2D-ESRD, with OR between 0.60-0.82 (Additional file 1, Table S5). The frequencies of rs3110697 and rs924140 located in intron 3 and the promoter region of IGFBP3 and rs9658233 of IGFBP1 more closely resemble the frequencies of the HapMap YRI samples, suggesting African influence for these markers. Several genome wide association studies performed in European populations have replicated associations with SNPs in IGF2BP2 [44–47], implicating a role for the IGF pathway and T2D susceptibility.
We also note in the results that 2- and 3-SNP moving windows analyses were not required to capture ungenotyped YRI and CEU HapMap SNPs in IL6, GCK1, IGFBP1 and IGFBP3.
One limitation of this study is that all controls did not have measures of diabetes status or renal impairment. Serum glucose values were obtained for 42.9% (256 individuals) of the African American controls (mean 93.6 mg/dl). Five of these individuals had glucose levels greater than 126 mg/dl. Four of these measures were non-fasting and the fifth had unknown dietary status, suggesting the overall misclassification rate of controls is likely to be below 2%. While this has not impacted our ability to detect an association, this may have reduced our power to detect more subtle influences of additional variants, and underestimate effect sizes.
While adjustments for admixture reduced the strength for the observed associations with T2D-ESRD (Additional file 1, Table S5), associations with IGFBP1 rs9658233 and IGFBP3 (rs10255707, rs3110697, rs924140 and rs903889) remained nominally significant. Multiple comparisons were corrected by conservative Bonferroni method (P ≤ 0.00005) however, when assuming independence based on LD, one would consider a P-value ≤ 0.0007 as evidence for association, only SNP rs730497 remained significant (T2D age-adjusted P = 0.0006).
We estimate 65.7% power to detect an OR of 1.30 at a significance level of 0.05 in the case-control cohort .
We have confirmed linkage to early-onset T2D on chromosome 7p, and examined common variants across positional candidate genes GCK1, IL6, IGFBPI and IGFBP3. A variant of the GCK1 gene, rs730497, appears to play a role in susceptibility to earlier age of ESRD onset in African Americans. This may not represent the "true" casual variant but may be in LD with a functional SNP. Denser SNP genotyping and direct sequencing along with functional studies investigating intron 1 of the GCK1 gene are imperative to investigate the etiology of ESRD risk. It is plausible that multiple rare variants in this region of the gene may contribute to this phenotype. In addition, other candidates under the LOD-1 interval, includes the growth factor receptor-bound protein 10 (GRB10) [48, 49] and IGF2 mRNA binding protein 3 (IGF2BP3), warrant investigation.
Our findings support that intron 1 of the GCK1 play a role with ESRD risk. Further studies in other populations and functional studies may be warranted.
We thank the patients and individuals recruited as controls for their participation. We also thank the staff of the Southeastern Kidney Council/ESRD Network 6, Pamela Hicks, Joyce Byers, Mitzie Spainhour, Matt Stiegert, Christopher Vallis, Candace Gordon, Shelly Smith, and Mark Hansen and colleagues at Illumina Inc. This work was supported by grants R01 DK066358, and the Wake Forest University General Clinical Research Center M01 RR07122; MMS is supported by a Career Development Award from the American Diabetes Association. Programs developed at Wake Forest University Health Sciences and used in this manuscript are freely available at http://www.phs.wfubmc.edu/web/public_bios/sec_gene/downloads.cfm.
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