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Novogene polya enrichment library preparation
Polya Enrichment Library Preparation, supplied by Novogene, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/polya enrichment library preparation/product/Novogene
Average 86 stars, based on 1 article reviews
polya enrichment library preparation - by Bioz Stars, 2026-05
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Novogene polya enrichment library preparation
Polya Enrichment Library Preparation, supplied by Novogene, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/polya enrichment library preparation/product/Novogene
Average 86 stars, based on 1 article reviews
polya enrichment library preparation - by Bioz Stars, 2026-05
86/100 stars
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Novogene polya enriched mrna library preparation
(A) Schematic of a gene with alternative start and end sites. Alternative first exons (AFEs , dark grey ) and their respective transcription start sites (TSSs) are shown on left, while alternative last exons (ALEs, light grey ) and their respective polyadenylation sites (PASs) are shown on right. Exons are numbered by the order in which they appear in the direction of transcription (ordinal position). (B) The total number of protein coding genes ( y-axis ) that use a given number of annotated AFEs ( black ) or ALEs ( grey ), aggregated across all GTEx tissues. (C) Distribution of Pearson’s r between the number of expressed AFEs and ALEs per gene in all GTEX samples (n= 17,350, mean r = 0.53). Inset shows a representative ovary sample, marked by the dashed line of the distribution plot, in which genes expressing n alternative first exons (AFEs, x-axis ) and n alternative last exons (ALEs, y-axis ) are depicted. Color intensity represents the number of genes exhibiting each unique AFE–ALE count combination. The trend line ( black ) reflects the correlation between the number of expressed AFEs and ALEs in genes using multiple AFE and ALEs (Pearson’s r = 0.55, p-value = 1.85 × 10−⁸). (D) Heatmap of Pearson’s r for pairwise correlations between the relative usage (Ψ) of AFEs and ALEs based on their ordinal position for genes with multiple first and last exons ( left panel , n= 1,560,899 exons) and genes with exactly 3 AFEs and 3 ALEs ( right panel , n = 63,811 exons).
Polya Enriched Mrna Library Preparation, supplied by Novogene, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/polya enriched mrna library preparation/product/Novogene
Average 86 stars, based on 1 article reviews
polya enriched mrna library preparation - by Bioz Stars, 2026-05
86/100 stars
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Novogene library preparation (polya-enriched)
(A) Schematic of a gene with alternative start and end sites. Alternative first exons (AFEs , dark grey ) and their respective transcription start sites (TSSs) are shown on left, while alternative last exons (ALEs, light grey ) and their respective polyadenylation sites (PASs) are shown on right. Exons are numbered by the order in which they appear in the direction of transcription (ordinal position). (B) The total number of protein coding genes ( y-axis ) that use a given number of annotated AFEs ( black ) or ALEs ( grey ), aggregated across all GTEx tissues. (C) Distribution of Pearson’s r between the number of expressed AFEs and ALEs per gene in all GTEX samples (n= 17,350, mean r = 0.53). Inset shows a representative ovary sample, marked by the dashed line of the distribution plot, in which genes expressing n alternative first exons (AFEs, x-axis ) and n alternative last exons (ALEs, y-axis ) are depicted. Color intensity represents the number of genes exhibiting each unique AFE–ALE count combination. The trend line ( black ) reflects the correlation between the number of expressed AFEs and ALEs in genes using multiple AFE and ALEs (Pearson’s r = 0.55, p-value = 1.85 × 10−⁸). (D) Heatmap of Pearson’s r for pairwise correlations between the relative usage (Ψ) of AFEs and ALEs based on their ordinal position for genes with multiple first and last exons ( left panel , n= 1,560,899 exons) and genes with exactly 3 AFEs and 3 ALEs ( right panel , n = 63,811 exons).
Library Preparation (Polya Enriched), supplied by Novogene, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/library preparation (polya-enriched)/product/Novogene
Average 90 stars, based on 1 article reviews
library preparation (polya-enriched) - by Bioz Stars, 2026-05
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Novogene polya mrna enrichment and sequencing library preparation
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Polya Mrna Enrichment And Sequencing Library Preparation, supplied by Novogene, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/polya mrna enrichment and sequencing library preparation/product/Novogene
Average 90 stars, based on 1 article reviews
polya mrna enrichment and sequencing library preparation - by Bioz Stars, 2026-05
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Novogene mrna library preparation (polya enrichment)
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Mrna Library Preparation (Polya Enrichment), supplied by Novogene, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/mrna library preparation (polya enrichment)/product/Novogene
Average 90 stars, based on 1 article reviews
mrna library preparation (polya enrichment) - by Bioz Stars, 2026-05
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Novogene illumina library preparation polya enrichment
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Illumina Library Preparation Polya Enrichment, supplied by Novogene, 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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Illumina Inc truseq stranded mrna library preparation kit with polya-enrichment and sample indexing
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Truseq Stranded Mrna Library Preparation Kit With Polya Enrichment And Sample Indexing, supplied by Illumina Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/truseq stranded mrna library preparation kit with polya-enrichment and sample indexing/product/Illumina Inc
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Novogene polya(+)-rna enriched and strand-specific library preparation
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Polya(+) Rna Enriched And Strand Specific Library Preparation, supplied by Novogene, 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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Novogene eukaryotic strand-specific mrna (with polya-enrichment) library preparation
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Eukaryotic Strand Specific Mrna (With Polya Enrichment) Library Preparation, supplied by Novogene, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/eukaryotic strand-specific mrna (with polya-enrichment) library preparation/product/Novogene
Average 90 stars, based on 1 article reviews
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Novogene mrna library preparation with polya enrichment and sequencing
Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before <t>sequencing.</t> (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.
Mrna Library Preparation With Polya Enrichment And Sequencing, supplied by Novogene, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/mrna library preparation with polya enrichment and sequencing/product/Novogene
Average 90 stars, based on 1 article reviews
mrna library preparation with polya enrichment and sequencing - by Bioz Stars, 2026-05
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(A) Schematic of a gene with alternative start and end sites. Alternative first exons (AFEs , dark grey ) and their respective transcription start sites (TSSs) are shown on left, while alternative last exons (ALEs, light grey ) and their respective polyadenylation sites (PASs) are shown on right. Exons are numbered by the order in which they appear in the direction of transcription (ordinal position). (B) The total number of protein coding genes ( y-axis ) that use a given number of annotated AFEs ( black ) or ALEs ( grey ), aggregated across all GTEx tissues. (C) Distribution of Pearson’s r between the number of expressed AFEs and ALEs per gene in all GTEX samples (n= 17,350, mean r = 0.53). Inset shows a representative ovary sample, marked by the dashed line of the distribution plot, in which genes expressing n alternative first exons (AFEs, x-axis ) and n alternative last exons (ALEs, y-axis ) are depicted. Color intensity represents the number of genes exhibiting each unique AFE–ALE count combination. The trend line ( black ) reflects the correlation between the number of expressed AFEs and ALEs in genes using multiple AFE and ALEs (Pearson’s r = 0.55, p-value = 1.85 × 10−⁸). (D) Heatmap of Pearson’s r for pairwise correlations between the relative usage (Ψ) of AFEs and ALEs based on their ordinal position for genes with multiple first and last exons ( left panel , n= 1,560,899 exons) and genes with exactly 3 AFEs and 3 ALEs ( right panel , n = 63,811 exons).

Journal: Science (New York, N.Y.)

Article Title: mRNA initiation and termination are spatially coordinated

doi: 10.1126/science.ado8279

Figure Lengend Snippet: (A) Schematic of a gene with alternative start and end sites. Alternative first exons (AFEs , dark grey ) and their respective transcription start sites (TSSs) are shown on left, while alternative last exons (ALEs, light grey ) and their respective polyadenylation sites (PASs) are shown on right. Exons are numbered by the order in which they appear in the direction of transcription (ordinal position). (B) The total number of protein coding genes ( y-axis ) that use a given number of annotated AFEs ( black ) or ALEs ( grey ), aggregated across all GTEx tissues. (C) Distribution of Pearson’s r between the number of expressed AFEs and ALEs per gene in all GTEX samples (n= 17,350, mean r = 0.53). Inset shows a representative ovary sample, marked by the dashed line of the distribution plot, in which genes expressing n alternative first exons (AFEs, x-axis ) and n alternative last exons (ALEs, y-axis ) are depicted. Color intensity represents the number of genes exhibiting each unique AFE–ALE count combination. The trend line ( black ) reflects the correlation between the number of expressed AFEs and ALEs in genes using multiple AFE and ALEs (Pearson’s r = 0.55, p-value = 1.85 × 10−⁸). (D) Heatmap of Pearson’s r for pairwise correlations between the relative usage (Ψ) of AFEs and ALEs based on their ordinal position for genes with multiple first and last exons ( left panel , n= 1,560,899 exons) and genes with exactly 3 AFEs and 3 ALEs ( right panel , n = 63,811 exons).

Article Snippet: For the second batch ( MAST1 , ZNF638 , and control RNA), extracted RNA was sent to Novogene Corporation for polyA enriched mRNA library preparation and high-throughput sequencing on a NovaSeq 6000 with 150nt paired-end reads.

Techniques: Expressing

( A ) Annotated isoforms ( top , orange ), a subset of LRS reads ( middle , purple with introns in thin black lines ), and annotated protein domains ( bottom , light blue ) in H9 cells for MYO10 . ( B ) Correlation between LRS read start ( x-axis ) and end coordinates ( y-axis ) for MYO10 (Spearman’s ρ = 0.66). ( C ) Schematic of expected genome-wide distributions for Spearman’s ρ showing possible shifts towards negative correlations ( orange , anti-PITA), positive correlations ( blue , PITA), or an unbiased distribution ( grey , no PITA) using fictional data. ( D ) Schematic of expected ΔAUCs for the categories outlined in C. ΔAUC is defined as AUC ρ>0 - AUC ρ<0 . Distribution of Spearman’s ρ (E) and the mean ΔAUC across samples (F) for solo termini genes (soloT, grey ) and dual alternative termini genes (dualT, blue ) in five human tissue types. Kolmogorov-Smirnov test * p-value < 10 −8 ; ** p-value < 10 −16 for E . ( G ) Distribution of ΔAUC values across 109 long-read sequencing samples for soloT ( grey ) and dualT genes ( blue ). T-test * p-value < 10 −16 .

Journal: Science (New York, N.Y.)

Article Title: mRNA initiation and termination are spatially coordinated

doi: 10.1126/science.ado8279

Figure Lengend Snippet: ( A ) Annotated isoforms ( top , orange ), a subset of LRS reads ( middle , purple with introns in thin black lines ), and annotated protein domains ( bottom , light blue ) in H9 cells for MYO10 . ( B ) Correlation between LRS read start ( x-axis ) and end coordinates ( y-axis ) for MYO10 (Spearman’s ρ = 0.66). ( C ) Schematic of expected genome-wide distributions for Spearman’s ρ showing possible shifts towards negative correlations ( orange , anti-PITA), positive correlations ( blue , PITA), or an unbiased distribution ( grey , no PITA) using fictional data. ( D ) Schematic of expected ΔAUCs for the categories outlined in C. ΔAUC is defined as AUC ρ>0 - AUC ρ<0 . Distribution of Spearman’s ρ (E) and the mean ΔAUC across samples (F) for solo termini genes (soloT, grey ) and dual alternative termini genes (dualT, blue ) in five human tissue types. Kolmogorov-Smirnov test * p-value < 10 −8 ; ** p-value < 10 −16 for E . ( G ) Distribution of ΔAUC values across 109 long-read sequencing samples for soloT ( grey ) and dualT genes ( blue ). T-test * p-value < 10 −16 .

Article Snippet: For the second batch ( MAST1 , ZNF638 , and control RNA), extracted RNA was sent to Novogene Corporation for polyA enriched mRNA library preparation and high-throughput sequencing on a NovaSeq 6000 with 150nt paired-end reads.

Techniques: Genome Wide, Sequencing

( A ) Schematic of mRNA isoforms based on PITA classification. PITA isoforms preferentially use TSSs and PASs that are ordinally similar ( light blue ), while anti-PITA isoforms preferentially use ordinally different TSSs and PASs ( light orange ). ( B ) Annotated mRNA isoforms ( orange ) and a randomly subsampled proportion of reads for DNAJC11 in lung ( green ), iPSCs ( pink ), and astrocytes ( purple ). ( C ) ΔAUC values for genes with dual alternative termini across tissues. Error bars represent standard error across 100 samples of reads across tissues. t-test * p-value < 10 −16 . ( D ) Conservation scores (mean phastCons score, y-axis ) in a 400nt region around each terminal site of the two most highly expressed isoforms for genes with dual alternative termini. K-S test * p-value < 10 −3 ; ** p-value < 10 −7 . ( E ) Percentage of dual alternative termini genes ( y-axis ) whose isoforms overlap different annotated protein domains. t-test * p-value < 10 −7 ; ** p-value < 10 −16 . (F) CRISPR modulation of a given first exon drives concordant changes in the corresponding last exon of the same ordinal position in three protein-coding genes expressed in HEK293T-A2 cells. Changes in exon expression were quantified relative to control samples ( Methods ). Error bars depict the standard error of means. A t-test measured whether the corresponding last exon of the same ordinal position exhibited the larger directional change than the non-corresponding last exon. ( left ) CRISPR activation of ZNF638 AFE1 resulted in an increase in ALE1, ( middle ) CRISPR activation of MAST1 AFE2 resulted in an increase in ALE2, and ( right ) CRISPR interference of SWI5 AFE2 resulted in a decrease in ALE2. * p-value < .05, ** p-value <.01, *** p-value < 0.001.

Journal: Science (New York, N.Y.)

Article Title: mRNA initiation and termination are spatially coordinated

doi: 10.1126/science.ado8279

Figure Lengend Snippet: ( A ) Schematic of mRNA isoforms based on PITA classification. PITA isoforms preferentially use TSSs and PASs that are ordinally similar ( light blue ), while anti-PITA isoforms preferentially use ordinally different TSSs and PASs ( light orange ). ( B ) Annotated mRNA isoforms ( orange ) and a randomly subsampled proportion of reads for DNAJC11 in lung ( green ), iPSCs ( pink ), and astrocytes ( purple ). ( C ) ΔAUC values for genes with dual alternative termini across tissues. Error bars represent standard error across 100 samples of reads across tissues. t-test * p-value < 10 −16 . ( D ) Conservation scores (mean phastCons score, y-axis ) in a 400nt region around each terminal site of the two most highly expressed isoforms for genes with dual alternative termini. K-S test * p-value < 10 −3 ; ** p-value < 10 −7 . ( E ) Percentage of dual alternative termini genes ( y-axis ) whose isoforms overlap different annotated protein domains. t-test * p-value < 10 −7 ; ** p-value < 10 −16 . (F) CRISPR modulation of a given first exon drives concordant changes in the corresponding last exon of the same ordinal position in three protein-coding genes expressed in HEK293T-A2 cells. Changes in exon expression were quantified relative to control samples ( Methods ). Error bars depict the standard error of means. A t-test measured whether the corresponding last exon of the same ordinal position exhibited the larger directional change than the non-corresponding last exon. ( left ) CRISPR activation of ZNF638 AFE1 resulted in an increase in ALE1, ( middle ) CRISPR activation of MAST1 AFE2 resulted in an increase in ALE2, and ( right ) CRISPR interference of SWI5 AFE2 resulted in a decrease in ALE2. * p-value < .05, ** p-value <.01, *** p-value < 0.001.

Article Snippet: For the second batch ( MAST1 , ZNF638 , and control RNA), extracted RNA was sent to Novogene Corporation for polyA enriched mRNA library preparation and high-throughput sequencing on a NovaSeq 6000 with 150nt paired-end reads.

Techniques: Expressing, CRISPR, Control, Activation Assay

( A ) Distribution of the lengths ( y-axis ) of dual alternative termini genes ( left ) and PITA pre-mRNAs ( right ) for genes within bins of Spearman’s ρ values ( colors ). ( B ) Distribution of the maximum distances ( y-axis ) between TSSs ( left ), the downstream-most TSS and upstream-most PAS (internal pre-mRNA, middle ), and PASs ( right ) for dual alternative termini genes within varying bins of Spearman’s ρ values ( colors ). ( C ) Distribution of the change in feature lengths between human and mouse orthologs ( y-axis ) for genes that are not PITA in either species, PITA only in mice, or PITA only in humans. To account for global differences in gene lengths between species, distances were first normalized by the mean distance within each species for each feature. Kolmogorov-Smirnov Test * p-value < 10 −3 ; ** p-value < 10 −7 . ( D ) Correlation between the TSS intervals ( x-axis ) and PAS intervals ( y-axis ) for dual alternative termini genes non-PITA genes ( grey , Spearman ρ < 0.3, Pearson’s r = 0.59; p-value < 2.2 × 10 −16 ) and PITA genes ( blue , Spearman ρ >= 0.3, Pearson’s r = 0.82; p-value < 2.2 × 10 −16 ). ( E ) ΔAUC values binned by distances between FEs or PASs ( black and grey , respectively) across pairwise comparisons between mRNA isoforms. Error bars represent bootstrapped 95% confidence intervals.

Journal: Science (New York, N.Y.)

Article Title: mRNA initiation and termination are spatially coordinated

doi: 10.1126/science.ado8279

Figure Lengend Snippet: ( A ) Distribution of the lengths ( y-axis ) of dual alternative termini genes ( left ) and PITA pre-mRNAs ( right ) for genes within bins of Spearman’s ρ values ( colors ). ( B ) Distribution of the maximum distances ( y-axis ) between TSSs ( left ), the downstream-most TSS and upstream-most PAS (internal pre-mRNA, middle ), and PASs ( right ) for dual alternative termini genes within varying bins of Spearman’s ρ values ( colors ). ( C ) Distribution of the change in feature lengths between human and mouse orthologs ( y-axis ) for genes that are not PITA in either species, PITA only in mice, or PITA only in humans. To account for global differences in gene lengths between species, distances were first normalized by the mean distance within each species for each feature. Kolmogorov-Smirnov Test * p-value < 10 −3 ; ** p-value < 10 −7 . ( D ) Correlation between the TSS intervals ( x-axis ) and PAS intervals ( y-axis ) for dual alternative termini genes non-PITA genes ( grey , Spearman ρ < 0.3, Pearson’s r = 0.59; p-value < 2.2 × 10 −16 ) and PITA genes ( blue , Spearman ρ >= 0.3, Pearson’s r = 0.82; p-value < 2.2 × 10 −16 ). ( E ) ΔAUC values binned by distances between FEs or PASs ( black and grey , respectively) across pairwise comparisons between mRNA isoforms. Error bars represent bootstrapped 95% confidence intervals.

Article Snippet: For the second batch ( MAST1 , ZNF638 , and control RNA), extracted RNA was sent to Novogene Corporation for polyA enriched mRNA library preparation and high-throughput sequencing on a NovaSeq 6000 with 150nt paired-end reads.

Techniques:

Our results support a model in which longer PITA genes (right) exhibit faster elongation rates when transcription initiates at downstream TSSs. Faster RNAPII trafficking persists through upstream weaker PASs, leading to skipping of these sites in favor of downstream stronger PASs.

Journal: Science (New York, N.Y.)

Article Title: mRNA initiation and termination are spatially coordinated

doi: 10.1126/science.ado8279

Figure Lengend Snippet: Our results support a model in which longer PITA genes (right) exhibit faster elongation rates when transcription initiates at downstream TSSs. Faster RNAPII trafficking persists through upstream weaker PASs, leading to skipping of these sites in favor of downstream stronger PASs.

Article Snippet: For the second batch ( MAST1 , ZNF638 , and control RNA), extracted RNA was sent to Novogene Corporation for polyA enriched mRNA library preparation and high-throughput sequencing on a NovaSeq 6000 with 150nt paired-end reads.

Techniques:

Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before sequencing. (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.

Journal: Biotechnology and Bioengineering

Article Title: ETV2 Overexpression Promotes Efficient Differentiation of Pluripotent Stem Cells to Endothelial Cells

doi: 10.1002/bit.28979

Figure Lengend Snippet: Three days of differentiation by induced ETV2 overexpression yields iETV2‐EPCs with gene expression similarity to meso‐EPCs. (A) Differentiation and expansion of iETV2‐ECs from hPSCs was carried out in a two‐stage protocol. In stage 1, hPSCs were seeded on Matrigel‐coated plates. 1 µg/mL doxycycline was supplied for three days in a differentiation medium to initiate transient expression of ETV2 to obtain iETV2‐EPCs. In stage 2, iETV2‐EPCs were seeded on collagen IV in an endothelial medium, yielding high‐purity ETV2‐ECs. (B) Flow cytometry analysis showing the time‐course co‐expression of endothelial progenitor markers CD31 and CD34 after 1 day, 2 days, or 3 days of ETV2 overexpression in mTeSR medium during Stage 1 of the differentiation. Geometric means of CD31 at these time points were quantified. N = 3 independent differentiations for each condition quantified. **: p < 0.01; ****: p < 0.0001 in One‐way ANOVA followed by Tukey's test. (C) Immunofluorescent images showing CD31, CD144, and ZO‐1 expression in Day 3 cells differentiated from IMR90‐4 iETV2 iPSCs. Scale bars are 50 μm. (D) PACNet analysis of transcriptome profiles of iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, and meso‐EPCs. EPC populations were MACS‐purified based on CD31 expression before sequencing. (E) Heatmap indicating the expression of a panel of pluripotent stem cell markers ( NANOG, POU5F1, PROM1, SOX2, SOX3 ) and a panel of endothelial markers ( ANGPT2, CD34, CDH5, ESM1, FLT1, FLT4, KDR, PECAM1, TEK, TIE1 ) in iPSC line IMR90‐4, edited iPSC line IMR90‐4 iETV2, iETV2‐EPCs, meso‐EPCs, HUVECs, primary lymphatic ECs and primary microvascular ECs. HUVEC data is from Grath and Dai . Primary lymphatic and microvascular EC data is from Lim et al. . (F) Principal component analysis of gene expression profiles of IMR90‐4 iPSCs, iETV2‐EPCs, meso‐EPCs, and a variety of cultured EC cell lines, including human aortic EC, lymphatic EC, microvascular EC, and HUVEC.

Article Snippet: PolyA mRNA enrichment and sequencing library preparation was performed by Novogene (Sacramento, CA).

Techniques: Over Expression, Gene Expression, Expressing, Flow Cytometry, Purification, Sequencing, Cell Culture