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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
Lymphoprep Stemcell #07801, supplied by STEMCELL Technologies Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow <t>CD34</t> + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.
Stemspant Serum Free Medium, supplied by CellSystems Biotechnologie Vertrieb GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow CD34 + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.

Journal: Nature metabolism

Article Title: DNA methylation mediates HbA1c-associated complications development in Type 1 diabetes

doi: 10.1038/s42255-020-0231-8

Figure Lengend Snippet: a , Genomic location of the depicted region at/near TXNIP . b , Manhattan plots of association between mean-DCCT HbA1c and DNAme at the covered CpGs. Multiple linear regression models adjusting for covariates were applied to each CpG across all the samples (two-sided tests based on t-statistic, n=499). X-axis represents CpG location and Y-axis represents –log(p). Two HbA1c-assoc regions are highlighted with pink background. c , Heatmap showing the 15 chromatin states (top) and 18 states (bottom). Colors are shown in the legends ( panel j ). d , Ribbon plots representing the genomic interactions identified by IHEC PCHi-C data. Red represents the interactions involved in PIRs containing TXNIP 3’UTR. Blue represents interactions containing TXNIP promoter. Height of each ribbon represents the average CHiCAGO score (Y-axis) of the corresponding interaction across 5 major blood cells including monocytes, neutrophils, CD4 + T-cells, CD8 + T-cells and B-cells. e , Annotations of the RefSeq genes in the depicted region. f , Pearson correlation of DNAme at 33 CpGs in TXNIP and its 25kb flanking region. The associations of DNAme with mean-DCCT HbA1c at each CpG are obtained by the same linear regression model (n=499) indicated in panel b and shown as a Manhattan plot in the upper panel. HbA1c-assoc CpGs (FDR < 15%) are labeled in red font with the most significant cg19693031 underlined. Pair-wise correlations of DNAme of these CpGs were analyzed by Pearson correlation with coefficients shown as heatmap. Blue/red represents negative/positive correlation, respectively. The majority of the CpGs depict positive correlations including all 9 HbA1c-assoc CpGs (in red), while 5 CpGs (in blue) showed little to negative correlation with other CpGs. g , Ribbon plot representing the association of DNAme at cg19693031with expression of its nearby genes (including TXNIP ) in monocytes. Multiple linear regression models adjusting for covariates based were applied to DNAme at cg19693031and expression of each nearby gene within 500 bp distance (n=1202 monocytes) to identify DNAme-assoc genes with nominal p < 0.05 (two-sided tests based on t-statistic). Blue indicates negative association at FDR < 0.05, while grey indicates associations with p < 0.05. h , In-vitro DNA hypomethylation at 3 CpGs in the 3’UTR of TXNIP (including cg19693031) induced by high glucose (HG) treatment of human primary bone marrow CD34 + cells. DNAme was measured by amplicon-seq. i , Upregulation of TXNIP expression induced by HG treatment of human primary bone marrow CD34 + cells. Cells were cultured in medium (see ) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose (45mmol/L total) for 72 hours (HG treatment). RT-PCRs were performed in triplicate, and the data shown represent means of triplicates from one experiment. j , Color codes of chromatin states in the heatmaps for 15 and 18 chromatin states shown in panel c.

Article Snippet: Human primary bone marrow CD34 + cells (1M-101C, Lonza, Switzerland,) were cultured in growth medium (#09605, STEMCELL Technologies, MA), STEMSPAN II plus StemSpanTM CD34+ Expansion Supplement (#02691, STEMCELL Technologies, MA) containing 25mmol/L glucose (control), or same medium with the addition of 20mmol/L glucose for 72 hours (HG treatment).

Techniques: Labeling, Expressing, In Vitro, Amplification, Cell Culture, Control